{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "1ea5a8c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import torch\n",
    "from torch import nn\n",
    "from torch import optim\n",
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1f94f63",
   "metadata": {},
   "source": [
    "### 获取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "b0a40b10",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_data = pd.read_csv('../data/new_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "731a0bd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_data = new_data.drop(['Unnamed: 0', 'light', 'wind_speed', 'wind_direction_angle', 'weather_status', 'precipitation'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "91bdcffe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 75552 entries, 0 to 75551\n",
      "Data columns (total 9 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   value        75552 non-null  float64\n",
      " 1   temperature  75552 non-null  float64\n",
      " 2   humidity     75552 non-null  float64\n",
      " 3   pressure     75552 non-null  float64\n",
      " 4   visibility   75552 non-null  float64\n",
      " 5   holiday      75552 non-null  float64\n",
      " 6   minute       75552 non-null  float64\n",
      " 7   week         75552 non-null  float64\n",
      " 8   year         75552 non-null  float64\n",
      "dtypes: float64(9)\n",
      "memory usage: 5.2 MB\n"
     ]
    }
   ],
   "source": [
    "new_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "d9edfa9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_data = new_data.astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "d7cfbf45",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 75552 entries, 0 to 75551\n",
      "Data columns (total 9 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   value        75552 non-null  float32\n",
      " 1   temperature  75552 non-null  float32\n",
      " 2   humidity     75552 non-null  float32\n",
      " 3   pressure     75552 non-null  float32\n",
      " 4   visibility   75552 non-null  float32\n",
      " 5   holiday      75552 non-null  float32\n",
      " 6   minute       75552 non-null  float32\n",
      " 7   week         75552 non-null  float32\n",
      " 8   year         75552 non-null  float32\n",
      "dtypes: float32(9)\n",
      "memory usage: 2.6 MB\n"
     ]
    }
   ],
   "source": [
    "new_data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "168abb71",
   "metadata": {},
   "source": [
    "2021年、2022年、2023年年初电力负荷均出现了明显的先下降后上升过程，但原因不明，需要和电力公司沟通，了解原因。因此在模型训练和测试时选择将这段时间的数据忽略。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94fa904c",
   "metadata": {},
   "source": [
    "删去2021-1-21到2021-2-6，2022-2-9到2022-2-24，2023-1-26到2023-2-13的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "9d371b33",
   "metadata": {},
   "outputs": [],
   "source": [
    "drop_index = [i for i in range(1920, 3552)] + [i for i in range(38784, 40320)] + [i for i in range(72480, 74304)]\n",
    "new_data = new_data.drop(drop_index, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "a35a38ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 70560 entries, 0 to 75551\n",
      "Data columns (total 9 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   value        70560 non-null  float32\n",
      " 1   temperature  70560 non-null  float32\n",
      " 2   humidity     70560 non-null  float32\n",
      " 3   pressure     70560 non-null  float32\n",
      " 4   visibility   70560 non-null  float32\n",
      " 5   holiday      70560 non-null  float32\n",
      " 6   minute       70560 non-null  float32\n",
      " 7   week         70560 non-null  float32\n",
      " 8   year         70560 non-null  float32\n",
      "dtypes: float32(9)\n",
      "memory usage: 3.0 MB\n"
     ]
    }
   ],
   "source": [
    "new_data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "405f60bf",
   "metadata": {},
   "source": [
    "划分训练集和测试集。2021年、2022年前11个月和2023年的数据作为训练集，2022年12月的数据作为测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "c1e10150",
   "metadata": {},
   "outputs": [],
   "source": [
    "train1 = new_data.loc[:1919]\n",
    "train2 = new_data.loc[3552:38783]\n",
    "train3 = new_data.loc[40320:67103]\n",
    "train4 = new_data.loc[70080:72479]\n",
    "train5 = new_data.loc[74304:]\n",
    "test = new_data.loc[67104:70079]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "3d404be9",
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.concat([new_data.loc[:67103], new_data.loc[70080:]], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "c1a4883d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "67584\n",
      "2976\n"
     ]
    }
   ],
   "source": [
    "print(len(train))\n",
    "print(len(test))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c19029c",
   "metadata": {},
   "source": [
    "对训练集和测试集数据归一化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "22e15b29",
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = MinMaxScaler()\n",
    "scaler = scaler.fit(train)  # fit，在这里本质是生成min(x)和max(x)\n",
    "train_result1 = scaler.transform(train1)  # 结果为ndarray类型\n",
    "train_result2 = scaler.transform(train2)\n",
    "train_result3 = scaler.transform(train3)\n",
    "train_result4 = scaler.transform(train4)\n",
    "train_result5 = scaler.transform(train5)\n",
    "test_result = scaler.transform(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "73fa08a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-3 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: #000;\n",
       "  --sklearn-color-text-muted: #666;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-3 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-3 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-3 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: flex;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "  align-items: start;\n",
       "  justify-content: space-between;\n",
       "  gap: 0.5em;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 label.sk-toggleable__label .caption {\n",
       "  font-size: 0.6rem;\n",
       "  font-weight: lighter;\n",
       "  color: var(--sklearn-color-text-muted);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable__content {\n",
       "  display: none;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  overflow: visible;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-3 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-3 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-3 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-3 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-3 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 0.5em;\n",
       "  text-align: center;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-3 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-3 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".estimator-table summary {\n",
       "    padding: .5rem;\n",
       "    font-family: monospace;\n",
       "    cursor: pointer;\n",
       "}\n",
       "\n",
       ".estimator-table details[open] {\n",
       "    padding-left: 0.1rem;\n",
       "    padding-right: 0.1rem;\n",
       "    padding-bottom: 0.3rem;\n",
       "}\n",
       "\n",
       ".estimator-table .parameters-table {\n",
       "    margin-left: auto !important;\n",
       "    margin-right: auto !important;\n",
       "}\n",
       "\n",
       ".estimator-table .parameters-table tr:nth-child(odd) {\n",
       "    background-color: #fff;\n",
       "}\n",
       "\n",
       ".estimator-table .parameters-table tr:nth-child(even) {\n",
       "    background-color: #f6f6f6;\n",
       "}\n",
       "\n",
       ".estimator-table .parameters-table tr:hover {\n",
       "    background-color: #e0e0e0;\n",
       "}\n",
       "\n",
       ".estimator-table table td {\n",
       "    border: 1px solid rgba(106, 105, 104, 0.232);\n",
       "}\n",
       "\n",
       ".user-set td {\n",
       "    color:rgb(255, 94, 0);\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       ".user-set td.value pre {\n",
       "    color:rgb(255, 94, 0) !important;\n",
       "    background-color: transparent !important;\n",
       "}\n",
       "\n",
       ".default td {\n",
       "    color: black;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       ".user-set td i,\n",
       ".default td i {\n",
       "    color: black;\n",
       "}\n",
       "\n",
       ".copy-paste-icon {\n",
       "    background-image: url();\n",
       "    background-repeat: no-repeat;\n",
       "    background-size: 14px 14px;\n",
       "    background-position: 0;\n",
       "    display: inline-block;\n",
       "    width: 14px;\n",
       "    height: 14px;\n",
       "    cursor: pointer;\n",
       "}\n",
       "</style><body><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MinMaxScaler()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>MinMaxScaler</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.7/modules/generated/sklearn.preprocessing.MinMaxScaler.html\">?<span>Documentation for MinMaxScaler</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\" data-param-prefix=\"\">\n",
       "        <div class=\"estimator-table\">\n",
       "            <details>\n",
       "                <summary>Parameters</summary>\n",
       "                <table class=\"parameters-table\">\n",
       "                  <tbody>\n",
       "                    \n",
       "        <tr class=\"default\">\n",
       "            <td><i class=\"copy-paste-icon\"\n",
       "                 onclick=\"copyToClipboard('feature_range',\n",
       "                          this.parentElement.nextElementSibling)\"\n",
       "            ></i></td>\n",
       "            <td class=\"param\">feature_range&nbsp;</td>\n",
       "            <td class=\"value\">(0, ...)</td>\n",
       "        </tr>\n",
       "    \n",
       "\n",
       "        <tr class=\"default\">\n",
       "            <td><i class=\"copy-paste-icon\"\n",
       "                 onclick=\"copyToClipboard('copy',\n",
       "                          this.parentElement.nextElementSibling)\"\n",
       "            ></i></td>\n",
       "            <td class=\"param\">copy&nbsp;</td>\n",
       "            <td class=\"value\">True</td>\n",
       "        </tr>\n",
       "    \n",
       "\n",
       "        <tr class=\"default\">\n",
       "            <td><i class=\"copy-paste-icon\"\n",
       "                 onclick=\"copyToClipboard('clip',\n",
       "                          this.parentElement.nextElementSibling)\"\n",
       "            ></i></td>\n",
       "            <td class=\"param\">clip&nbsp;</td>\n",
       "            <td class=\"value\">False</td>\n",
       "        </tr>\n",
       "    \n",
       "                  </tbody>\n",
       "                </table>\n",
       "            </details>\n",
       "        </div>\n",
       "    </div></div></div></div></div><script>function copyToClipboard(text, element) {\n",
       "    // Get the parameter prefix from the closest toggleable content\n",
       "    const toggleableContent = element.closest('.sk-toggleable__content');\n",
       "    const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
       "    const fullParamName = paramPrefix ? `${paramPrefix}${text}` : text;\n",
       "\n",
       "    const originalStyle = element.style;\n",
       "    const computedStyle = window.getComputedStyle(element);\n",
       "    const originalWidth = computedStyle.width;\n",
       "    const originalHTML = element.innerHTML.replace('Copied!', '');\n",
       "\n",
       "    navigator.clipboard.writeText(fullParamName)\n",
       "        .then(() => {\n",
       "            element.style.width = originalWidth;\n",
       "            element.style.color = 'green';\n",
       "            element.innerHTML = \"Copied!\";\n",
       "\n",
       "            setTimeout(() => {\n",
       "                element.innerHTML = originalHTML;\n",
       "                element.style = originalStyle;\n",
       "            }, 2000);\n",
       "        })\n",
       "        .catch(err => {\n",
       "            console.error('Failed to copy:', err);\n",
       "            element.style.color = 'red';\n",
       "            element.innerHTML = \"Failed!\";\n",
       "            setTimeout(() => {\n",
       "                element.innerHTML = originalHTML;\n",
       "                element.style = originalStyle;\n",
       "            }, 2000);\n",
       "        });\n",
       "    return false;\n",
       "}\n",
       "\n",
       "document.querySelectorAll('.fa-regular.fa-copy').forEach(function(element) {\n",
       "    const toggleableContent = element.closest('.sk-toggleable__content');\n",
       "    const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
       "    const paramName = element.parentElement.nextElementSibling.textContent.trim();\n",
       "    const fullParamName = paramPrefix ? `${paramPrefix}${paramName}` : paramName;\n",
       "\n",
       "    element.setAttribute('title', fullParamName);\n",
       "});\n",
       "</script></body>"
      ],
      "text/plain": [
       "MinMaxScaler()"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "46c78f62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1920, 9)"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_result1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "ac27986a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(35232, 9)"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_result2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "b287ba56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(26784, 9)"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_result3.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "3ebb2cc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2400, 9)"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_result4.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "6a2da973",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1248, 9)"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_result5.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "6afa7e2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2976, 9)"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_result.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aed7a6a6",
   "metadata": {},
   "source": [
    "生成训练数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "5a5be234",
   "metadata": {},
   "outputs": [],
   "source": [
    "#  将预测时刻的气象数据也作为输入，为了保证输入序列的特征数一致，将预测时刻输入的负荷设为1\n",
    "#  可以做个比较，有预测时刻的气象信息与没有预测时刻的气象信息。感觉有预测时刻的气象信息作为输入，模型预测准确性会受到天气预报准确性的影响。\n",
    "#  生成的样本起始时刻依次相差15分钟\n",
    "def create_inout_sequences(input_data, tw):\n",
    "    inout_seq = []\n",
    "    L = len(input_data)\n",
    "    for i in range(L-tw+1):\n",
    "        train_seq = copy.deepcopy(input_data[i:i+tw])\n",
    "        train_seq[tw-96:tw, 0] = 1\n",
    "        train_label = input_data[i+tw-96:i+tw, 0]\n",
    "        inout_seq.append((torch.tensor(train_seq) ,torch.tensor(train_label)))\n",
    "    return inout_seq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "ec72edc3",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_seq1 = create_inout_sequences(train_result1, 288)\n",
    "train_seq2 = create_inout_sequences(train_result2, 288)\n",
    "train_seq3 = create_inout_sequences(train_result3, 288)\n",
    "train_seq4 = create_inout_sequences(train_result4, 288)\n",
    "train_seq5 = create_inout_sequences(train_result5, 288)\n",
    "train_seq = train_seq1 + train_seq2 + train_seq3 + train_seq4 + train_seq5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "0909868b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "66149"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_seq)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d894f48",
   "metadata": {},
   "source": [
    "生成测试数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "5d3de2f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_seq = create_inout_sequences(test_result, 288)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "fe78af33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2689"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(test_seq)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "578e333e",
   "metadata": {},
   "source": [
    "训练样本的数量为66149，每个训练样本包括特征和标签，其中特征为前192个时刻和后96个时刻的气象数据和负荷值（后96个时刻的负荷值用1代替，只是占个位置，保证输入序列的特征数一致，没有实际含义），标签为后96个时刻的负荷值。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65529538",
   "metadata": {},
   "source": [
    "使用前48小时和未来24小时的数据预测未来24小时的负荷"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "239a7fee",
   "metadata": {},
   "source": [
    "设置批量大小为96"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "4e2bac91",
   "metadata": {},
   "outputs": [],
   "source": [
    "trainloader = torch.utils.data.DataLoader(train_seq, batch_size=96, shuffle=True)\n",
    "testloader = torch.utils.data.DataLoader(test_seq, batch_size=len(test_seq))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "cab7339b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "690"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(trainloader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "9513c86f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([96, 288, 9])\n",
      "torch.Size([96, 96])\n"
     ]
    }
   ],
   "source": [
    "for i ,j in trainloader:\n",
    "    print(i.shape)\n",
    "    print(j.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea4558a2",
   "metadata": {},
   "source": [
    "### 建立LSTM模型并训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "d30bb919",
   "metadata": {},
   "outputs": [],
   "source": [
    "class LstmNet(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        \n",
    "        self.layer1 = nn.LSTM(9, 100, 1, batch_first=True)  # 这个lstm的输入为9个神经元，输出为100个神经元，每个训练样本一次训练这个lstm被重复执行了288次，\n",
    "        self.layer2 = nn.Linear(100, 1)  # 或者形象地说这个lstm结构在时间上的长度为288。\n",
    "        \n",
    "    def forward(self, x):\n",
    "        y1, _ = self.layer1(x)\n",
    "        y1 = y1[:, -96:, :]\n",
    "        y2 = self.layer2(y1)\n",
    "        return y2.reshape(-1, 96)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "0208acb1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 49*1*15 15*50  49*1*50  49*50 50*1 49*1  # 批量大小为1\n",
    "# 49*64*15 15*50 49*64*50  50*1 49*64*1  # 批量大小为64\n",
    "# 96*288*9 9*100 96*288*100 96*96*100 100*1 96*96*1 96*96  # 批量大小为96，batch_first=True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "72fa3432",
   "metadata": {},
   "outputs": [],
   "source": [
    "lstmnet = LstmNet()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "767fc975",
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = 0.001\n",
    "opt = optim.Adam(lstmnet.parameters(), lr=lr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "cdf10e65",
   "metadata": {},
   "outputs": [],
   "source": [
    "loss_function = nn.MSELoss()  # 方差/平均平方误差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "45e5bfb9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(0.0338)\n",
      "tensor(0.0295)\n",
      "tensor(0.0272)\n",
      "tensor(0.0300)\n",
      "tensor(0.0253)\n",
      "tensor(0.0240)\n",
      "tensor(0.0232)\n",
      "tensor(0.0211)\n",
      "tensor(0.0219)\n",
      "tensor(0.0215)\n",
      "tensor(0.0198)\n",
      "tensor(0.0186)\n",
      "tensor(0.0200)\n",
      "tensor(0.0196)\n",
      "tensor(0.0172)\n",
      "tensor(0.0176)\n",
      "tensor(0.0189)\n",
      "tensor(0.0154)\n",
      "tensor(0.0179)\n",
      "tensor(0.0168)\n",
      "tensor(0.0140)\n",
      "tensor(0.0124)\n",
      "tensor(0.0151)\n",
      "tensor(0.0131)\n",
      "tensor(0.0132)\n",
      "tensor(0.0118)\n",
      "tensor(0.0090)\n",
      "tensor(0.0104)\n",
      "tensor(0.0079)\n",
      "tensor(0.0128)\n",
      "tensor(0.0111)\n",
      "tensor(0.0091)\n",
      "tensor(0.0096)\n",
      "tensor(0.0083)\n",
      "tensor(0.0098)\n",
      "tensor(0.0087)\n",
      "tensor(0.0087)\n",
      "tensor(0.0073)\n",
      "tensor(0.0069)\n",
      "tensor(0.0078)\n",
      "tensor(0.0072)\n",
      "tensor(0.0074)\n",
      "tensor(0.0108)\n",
      "tensor(0.0067)\n",
      "tensor(0.0054)\n",
      "tensor(0.0063)\n",
      "tensor(0.0089)\n",
      "tensor(0.0059)\n",
      "tensor(0.0075)\n",
      "tensor(0.0094)\n",
      "tensor(0.0059)\n",
      "tensor(0.0066)\n",
      "tensor(0.0089)\n",
      "tensor(0.0056)\n",
      "tensor(0.0068)\n",
      "tensor(0.0064)\n",
      "tensor(0.0060)\n",
      "tensor(0.0052)\n",
      "tensor(0.0060)\n",
      "tensor(0.0068)\n",
      "tensor(0.0065)\n",
      "tensor(0.0072)\n",
      "tensor(0.0072)\n",
      "tensor(0.0080)\n",
      "tensor(0.0072)\n",
      "tensor(0.0085)\n",
      "tensor(0.0082)\n",
      "tensor(0.0070)\n",
      "tensor(0.0053)\n"
     ]
    }
   ],
   "source": [
    "epochs = 1\n",
    "for epoch in range(epochs):\n",
    "    i = 0\n",
    "    for xb, yb in trainloader:\n",
    "        y = lstmnet(xb)\n",
    "        loss = loss_function(y, yb)\n",
    "        loss.backward()\n",
    "        opt.step()\n",
    "        opt.zero_grad()\n",
    "        i += 1\n",
    "        if i%10 == 0:\n",
    "            print(loss.data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c280d2b",
   "metadata": {},
   "source": [
    "尽量使MAPE降到5%以下"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "758b7903",
   "metadata": {},
   "source": [
    "### 预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "2bb989fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "v_max = max(train['value'])\n",
    "v_min = min(train['value'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "a2f927c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rc('font',family='DengXian')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "449f8de0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def picture(data, index):\n",
    "    pred = lstmnet(data[index][0].reshape(1, 288, 9))\n",
    "    true_label = data[index][1] * (v_max - v_min) + v_min\n",
    "    true_label = true_label.detach().numpy()\n",
    "    true_pred = pred * (v_max - v_min) + v_min\n",
    "    true_pred = true_pred.reshape(96)\n",
    "    true_pred = true_pred.detach().numpy()\n",
    "    before_day = data[index-96][1] * (v_max - v_min) + v_min\n",
    "    before_day = before_day.detach().numpy()\n",
    "    \n",
    "    \n",
    "    \n",
    "    plt.figure(figsize=(15, 5), dpi=80)\n",
    "\n",
    "    X = np.linspace(0, 24, 96, endpoint=True)\n",
    "    C,S,D = true_pred, true_label, before_day\n",
    "    plt.plot(X, C, color='blue', label='预测')\n",
    "    plt.plot(X, S, color='green', label='真实')\n",
    "    plt.plot(X, D, color='yellow', label='前24小时')\n",
    "    plt.legend(loc='upper left')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d4a574e",
   "metadata": {},
   "source": [
    "预测测试集里的某一样本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "2ffacba4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "picture(test_seq, 200)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69c19f4c",
   "metadata": {},
   "source": [
    "预测训练集里的某一样本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "030f460c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "picture(train_seq, 6000)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5cadb1c",
   "metadata": {},
   "source": [
    "采用绝对百分比误差（APE）对模型的预测准确度进行评价"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abc38cbc",
   "metadata": {},
   "source": [
    "单个样本的APE：|y预测 - y真实| ÷ y真实 × 100%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "116b8ba8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def APE_list(test_seq):  # 预测的每个24小时的平均APE组成的列表\n",
    "    list1 = []\n",
    "    for i in test_seq:\n",
    "        pred = lstmnet(i[0].reshape(1, 288, 9))\n",
    "        true_label = i[1] * (v_max - v_min) + v_min\n",
    "        true_label = true_label.detach().numpy()\n",
    "        true_pred = pred * (v_max - v_min) + v_min\n",
    "        true_pred = true_pred.reshape(96)\n",
    "        true_pred = true_pred.detach().numpy()\n",
    "        num = sum(abs(true_pred - true_label) / true_label) / 96\n",
    "        list1.append(num)\n",
    "\n",
    "    return list1\n",
    "# max(list1), min(list1),list1.index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "759f802d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'10.049021592333931%'"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for x, y in testloader:\n",
    "    pred = lstmnet(x)\n",
    "    true_pred = pred * (v_max - v_min) + v_min\n",
    "    true_pred = true_pred.detach().numpy()\n",
    "    true_label = y * (v_max - v_min) + v_min\n",
    "    true_label = true_label.numpy()\n",
    "    APE_array = abs(true_pred - true_label) / true_label\n",
    "    list1 = (sum(APE_array.T)) / 96\n",
    "str(sum(list1) / len(list1) * 100) + '%'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "168521c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存列表\n",
    "np.save('lstm11_mape', list1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08886a88",
   "metadata": {},
   "source": [
    "在测试数据上的MAPE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "1499a336",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'10.04902165539533%'"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list1 = APE_list(test_seq)\n",
    "str(sum(list1) / len(list1) * 100) + '%'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "38de3c8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 6.78093480712038%      学习率0.01\n",
    "# 5.457269109252522%\n",
    "# 10.8477214097637%\n",
    "# 5.918630078359966%\n",
    "# 4.128226396528361%\n",
    "# 5.009450431216786%\n",
    "# 3.411001186655329%\n",
    "# 3.415735066096812%\n",
    "# 3.6064668900955903%\n",
    "# 2.931724167594483%\n",
    "# 3.5383127694291887%\n",
    "# 3.6416746837545193%\n",
    "# 2.734221281214112%     学习率0.001\n",
    "# 2.61618469617871%\n",
    "# 2.7958986624054885%\n",
    "# 2.585664801703568%\n",
    "# 2.582486880934125%\n",
    "# 2.6732309579117643%\n",
    "# 2.615206301861146%\n",
    "# 2.5464260169121267%  1.9710747880473198% \n",
    "# 2.4541228872315464%  1.8511893208963026%  2_11\n",
    "# 2.534567535340079%   1.957282373732377%\n",
    "# 2.5593638719166187%   1.980094143426348%\n",
    "# 2.50789938291546%   1.918110005268104%\n",
    "# 2.573603406381192%   1.963949082294637%\n",
    "# 2.5465026439435503%   1.9307469520897989%\n",
    "# 2.741571391454152%   2.184090732690481%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "87b4560e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 每次训练后若模型在测试集上的损失减小，则保存这次训练的模型，若连续6次训练在测试集上的损失没有小于之前的模型，则将之前的模型作为最终的模型。\n",
    "torch.save(lstmnet.state_dict(), 'lstmnet_2_11')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1e677fe",
   "metadata": {},
   "source": [
    "加载训练好的模型参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "4bc559fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lstmnet.load_state_dict(torch.load('lstmnet_2_11'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33bb9be0",
   "metadata": {},
   "source": [
    "测试数据的APE分布的箱线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "a14fdd8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=list1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "ec631486",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 0.06)"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiYAAAGSCAYAAADXfQq4AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAHvRJREFUeJzt3XFMXfX9//HXvW3vhULvlbEAUmm+6Gwy5wj3ghcFps6tqURFEqsb2m0GIm64uK7LsGiWRTdBUJduTROsydpl6lbWpVmyURtj5kyluVcpgVbRrnZOlAsXgt7LBtwq937/ML2/nV3UHtvvjw+3z0dyE+/7fjj3c/4wPHvu5V5HMplMCgAAwADOpd4AAADAaYQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBi2w2RyclL19fWqrq5WIBDQgQMHFl3X1dWlyspKBQIBbdmyRYlEIvXY9PS0brnlFlVXV8vv96uvr++znwEAAMgYtsOktbVVTU1N6u/v18GDB7Vt2zZFIhHLmr6+PgWDQYVCIYVCITmdTvX09KQev+uuu3T77berv79ffX19uvfee3Xq1KmzPxsAALCsOex8V040GlVNTY2OHTuWmj3yyCPyeDxqbW1NzW699Vb96Ec/0pVXXilJGh8fV319vUKhkMbGxnTzzTfr5ZdfTq2fmZnRmjVrzsX5AACAZWylncXDw8MqKyuzzPx+v/bu3WuZDQ4Oyufzpe4XFRVpYmJCiURChw8fVm1trWX9J0VJPB5XPB5P3U8kEpqenlZ+fr4cDoed7QMAgCWSTCY1MzOj4uJiOZ0f/4KNrTAJh8MqLCy0zAoKChQOhy2z2dlZud1uyywvL09TU1P65z//qYKCAv34xz/Wyy+/LK/Xq8cee0yXXnrpos/Z2dmpBx980M42AQCAoUZHR3XRRRd97OO2wmR+fl4ul8syc7lclisa0kdV9N9Or/v3v/+t3/72t/rNb36jRx99VIcOHdKNN96oo0ePph1bktrb27V169bU/Wg0qnXr1ml0dFQej8fO9gEY7sSJE7r33nv1q1/9Sl/4wheWejsAzqFYLKaSkpJPfeuGrTDJyspKi5B4PK7s7GzLbLGXWE6vW7Vqla688kpdddVVkqTa2lpdfvnlOnz4sK655pq0n3O73WlXXyTJ4/EQJkCGyc3N1cqVK5Wbm8v/30CG+rS3Ydj6q5zi4mKNj49bZmNjY1q7dq1llpOTo7m5Ocvs9PtCCgsLVVRUZHls3bp1accFAADnH1thUl5erqGhIcssGAyqqqrKMquoqNDAwEDq/smTJ1VaWiqHw6HKykq9+uqrlvXvvvtuWtwAAIDzj60wyc3Nld/vV29vryQpEolo//792rRpk2Vdc3Ozuru7tbCwIEnq6OhQS0uLJOnLX/6y3n//fR06dEiS9Prrr+u1115L/WkxAAA4f9l6j4kk7dixQ01NTdq+fbuSyaR27twpj8ejjo4O+Xw+1dXVacOGDRoeHlYgEJDT6dTGjRu1efPm1DGeeuopNTU1aXZ2VqtXr9bvfvc7rVxpeysAACDD2PqANRPEYjF5vV5Fo1HeHAdkmOPHj6ulpUW7du3S+vXrl3o7AM6hM/39zZf4AQAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGCvt/sDk5KSam5s1NTWlDz/8UA8++KDq6urS1nV1dekPf/iDnE6nqqur9Ytf/EJO50cddOmll6qwsDC19oILLtCf//znszgNAACQCWyHSWtrq5qamtTQ0KD33ntP1157rSoqKlRQUJBa09fXp2AwqFAoJKfTqa1bt6qnp0etra2SpNWrV+vQoUPn7iwAAEBGsPVSTjQa1cjIiBoaGiRJeXl5amxs1L59+yzrdu/erba2ttQVkra2Nu3Zs+f/PamTV5AAAEA6W1dMhoeHVVZWZpn5/X7t3bvXMhscHJTP50vdLyoq0sTEhBKJhD744ANlZ2ef8XPG43HF4/HU/VgsZmfLAABgGbF16SIcDlveGyJJBQUFCofDltns7KzcbrdllpeXp6mpKc3MzGhubk7f+c53dPXVV6uhoUHHjx//2Ofs7OyU1+tN3UpKSuxsGQAALCO2wmR+fl4ul8syc7lclisakpRMJtN+9vS6ZDKpyy67TD/5yU/04osvqq2tTTfccIPm5+cXfc729nZFo9HUbXR01M6WAQDAMmLrpZysrKy0CInH42kvzTgcjrSfPb3u85//vJ5++unUvLq6WoFAQC+88IKuv/76tJ9zu91pV18AAEBmsnXFpLi4WOPj45bZ2NiY1q5da5nl5ORobm7OMpuenlZ+fv6ixy0pKVEkErGzFQAAkIFshUl5ebmGhoYss2AwqKqqKsusoqJCAwMDqfsnT55UaWmpHA6HRkZG9Pzzz1vWv/3221q3bp3dvQMAgAxjK0xyc3Pl9/vV29srSYpEItq/f782bdpkWdfc3Kzu7m4tLCxIkjo6OtTS0iLpo/ea/PCHP9TMzIwk6ejRozp69KhqamrO+mQAAMDyZvsD1nbs2KGmpiZt375dyWRSO3fulMfjUUdHh3w+n+rq6rRhwwYNDw8rEAjI6XRq48aN2rx5syTpkksu0f3336/rrrtOWVlZWr16tXp7e7Vq1apzfnIAAGB5cSQX+xMag8ViMXm9XkWjUXk8nqXeDoBz6Pjx42ppadGuXbu0fv36pd4OgHPoTH9/8xGsAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwxsql3gCw1Obn5/X2228v9TbOe4lEQocOHZIkvfjii0okEnI6+bfTUlu3bp2ysrKWehs4jziSyWRyqTdhRywWk9frVTQalcfjWertIAMcP35cLS0tS70NwEi7du3S+vXrl3obyABn+vubKyY4761bt067du1a6m2ct44cOaInnnhCl19+uS6//HK5XC6dOnVKx44d07Fjx3T33XfL7/cv9TbPW+vWrVvqLeA8wxUTAEtmYWFBd9xxR+r/6fHx8dRjRUVF8nq9isVieuqpp7RixYol3CmAs8UVEwDGGx4e1vj4uMbHx+V2uy2Pvffee6lQGR4els/nW4otAvj/jDABsGSmpqZS/+33+7V582aVlpbqH//4h5566ikdPnw4bR2AzMZb3gEsmenpaUnSJZdcooceekinTp3S4cOHderUKT300EO6+OKLLesAZD6umABYMrFYTJIUj8f1rW99K+09JitXrrSsA5D5CBMAS+b055S888478nq9uvbaa5WVlaX5+XkNDg4qGo1a1gHIfIQJgCVTVlYmSVqxYoWi0aheeOEFy+MrVqzQwsJCah2AzEeYAFgyp6+ELCwsaOXKlSosLJTD4VAymdTExIQ+/PBDyzoAmY8wAbBk/vOvbT788EO9++67n7oOQGbjnyEAlszIyMg5XQdg+eOKCYAlc/qlGkn6y1/+ouPHj2t6elqf+9zntH79et1www1p6wBkNq6YAFgyb731Vuq/H374YblcLl111VVyuVx6+OGHF10HILNxxQTAkjn9MfSrV6/WiRMndM8996QeKyws1OrVqzU7O5v2cfUAMhdhAmDJlJSUaGBgIBUft912my688EKFw2E999xzmp2dTa0DcH7g24UBLJm5uTnV1dWl/hw4kUikHvvP2YEDB5Sdnb0kewRwbpzp72/eYwJgyWRnZ6umpkaJREJOp1M+n09f//rX5fP55HQ6lUgkVFNTQ5QA5xGumABYcg888IBeeumltHlNTY3lTbAAlq8z/f1NmAAwwtzcnJ544gm98847uuiii3T33XdzpQTIIIQJAAAwBu8xAQAAy47tMJmcnFR9fb2qq6sVCAR04MCBRdd1dXWpsrJSgUBAW7Zssbzb/rR//etfKigo0LPPPmt/5wAAIOPYDpPW1lY1NTWpv79fBw8e1LZt2xSJRCxr+vr6FAwGFQqFFAqF5HQ61dPTk3asX/7yl3xrKAAASLFVBdFoVCMjI2poaJAk5eXlqbGxUfv27bOs2717t9ra2lLR0dbWpj179ljWvP/++3r++ee1cePGz757AACQUWyFyfDwsMrKyiwzv9+vgYEBy2xwcFA+ny91v6ioSBMTE5aXcx599FFt3bpVDofjs+wbAABkIFthEg6HVVhYaJkVFBQoHA5bZot9t0VeXp6mpqYkSZFIRMFgUDfeeOOnPmc8HlcsFrPcAABAZrIVJvPz83K5XJaZy+VSPB63zBb7C+T/XNfZ2an77rvvjJ6zs7NTXq83deM7MwAAyFy2wiQrKystQuLxeNqHIC328szpde+8845ee+01bdiw4Yyes729XdFoNHUbHR21s2UAALCM2Pp24eLiYo2Pj1tmY2NjWrt2rWWWk5Ojubk5S7BMT08rPz9f3/3ud/XAAw+c8XO63W6+8hwAgPOErTApLy/X0NCQZRYMBlVVVWWZVVRUaGBgQLW1tZKkkydPqrS0VA6HQy+//LLeeOON1NrXX39dR44c0RtvvKEf/OAHn/U8AABABrAVJrm5ufL7/ert7dVtt92mSCSi/fv3p335VnNzs7q7u3XVVVdpxYoV6ujoUEtLiyTpyJEjlrV33nmnvvnNb+r6668/y1MBAADLne1PN9uxY4eeeeYZVVdX6+abb9bOnTvl8XjU0dGR+hTYDRs26JprrlEgENAVV1yhoqIibd68+ZxvHgAAZBa+xA8AAPyf40v8AADAskOYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAY9gOk8nJSdXX16u6ulqBQEAHDhxYdF1XV5cqKysVCAS0ZcsWJRKJ1GNPP/20rrzyStXU1Kiurk5vvfXWZz4BAACQOWyHSWtrq5qamtTf36+DBw9q27ZtikQiljV9fX0KBoMKhUIKhUJyOp3q6emRJA0PD+vJJ5/UX//6V7300ku6++67ddddd52bswEAAMuarTCJRqMaGRlRQ0ODJCkvL0+NjY3at2+fZd3u3bvV1tYmp/Ojw7e1tWnPnj2SpL///e/asmWLsrOzJUkNDQ169dVXlUwmz/JUAADAcrfSzuLh4WGVlZVZZn6/X3v37rXMBgcH5fP5UveLioo0MTGhRCKhW265xbJ2YWFBLpdLDodj0eeMx+OKx+Op+7FYzM6WAQDAMmLrikk4HFZhYaFlVlBQoHA4bJnNzs7K7XZbZnl5eZqamrLM4vG47r///k98Kaezs1Nerzd1KykpsbNlAACwjNgKk/n5eblcLsvM5XJZrmhIWvRlmf9e197erosuukgnTpzQ1q1bP/Y529vbFY1GU7fR0VE7WwYAAMuIrTDJyspKi5B4PJ56v8hpi70s89/rOjs7NTk5qdtvv1033XTTx77HxO12y+PxWG4AACAz2QqT4uJijY+PW2ZjY2Nau3atZZaTk6O5uTnLbHp6Wvn5+WnHvOWWW+RwOHTs2DE7WwEAABnIVpiUl5draGjIMgsGg6qqqrLMKioqNDAwkLp/8uRJlZaWyuFw6Gc/+5lCoVDasVesWGFnKwAAIAPZCpPc3Fz5/X719vZKkiKRiPbv369NmzZZ1jU3N6u7u1sLCwuSpI6ODrW0tEiS1q9fr0ceeUQffPCBJGloaEhjY2O69NJLz/pkAADA8mbrz4UlaceOHWpqatL27duVTCa1c+dOeTwedXR0yOfzqa6uThs2bNDw8LACgYCcTqc2btyozZs3S5K+8Y1v6M0331R1dbXcbreys7P1+9//XqtWrTrnJwcAAJYXR3KZfbJZLBaT1+tVNBrljbAAACwTZ/r7my/xAwAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxrAdJpOTk6qvr1d1dbUCgYAOHDiw6Lquri5VVlYqEAhoy5YtSiQSqcf+9re/6Stf+Ypqa2t13XXX6dixY5/9DAAAQMawHSatra1qampSf3+/Dh48qG3btikSiVjW9PX1KRgMKhQKKRQKyel0qqenR5I0NTWl733ve+rt7dWhQ4f0yCOPqLGx8dycDQAAWNZshUk0GtXIyIgaGhokSXl5eWpsbNS+ffss63bv3q22tjY5nR8dvq2tTXv27JEkvfnmm2ppadGFF14oSQoEAlq1apXGx8fP8lQAAMByt9LO4uHhYZWVlVlmfr9fe/futcwGBwfl8/lS94uKijQxMaFEIqGqqipVVVVZ1s/PzysnJ8fu3gEAQIaxFSbhcFiFhYWWWUFBgcLhsGU2Ozsrt9ttmeXl5WlqakoFBQWWeSgUUn5+vtasWbPoc8bjccXj8dT9WCxmZ8sAAGAZsfVSzvz8vFwul2Xmcrks4SBJyWQy7WcXW/fee++publZjz/++Mc+Z2dnp7xeb+pWUlJiZ8sAAGAZsRUmWVlZaXERj8eVnZ1tmTkcjrSf/e91s7Ozuummm3TfffcpEAh87HO2t7crGo2mbqOjo3a2DAAAlhFbL+UUFxenvUl1bGxMa9eutcxycnI0NzdnCZHp6Wnl5+dLkhYWFrRp0yY1NjZq8+bNn/icbrc77WUhAACQmWxdMSkvL9fQ0JBlFgwG097MWlFRoYGBgdT9kydPqrS0NHUl5aGHHtIXv/hF3XPPPZ913wAAIAPZCpPc3Fz5/X719vZKkiKRiPbv369NmzZZ1jU3N6u7u1sLCwuSpI6ODrW0tEiS3nrrLf3pT39SZ2fnudg/AADIILZeypGkHTt2qKmpSdu3b1cymdTOnTvl8XjU0dEhn8+nuro6bdiwQcPDwwoEAnI6ndq4cWPqJZu9e/dqampK1113neW43d3dqq6uPjdnBQAAliVHcrE/oTFYLBaT1+tVNBqVx+NZ6u0AAIAzcKa/v/kSPwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGMN2mExOTqq+vl7V1dUKBAI6cODAouu6urpUWVmpQCCgLVu2KJFIWB7/4x//qDVr1uj111//bDsHAAAZx3aYtLa2qqmpSf39/Tp48KC2bdumSCRiWdPX16dgMKhQKKRQKCSn06menp7U4w888ICeffZZfelLXzr7MwAAABnDVphEo1GNjIyooaFBkpSXl6fGxkbt27fPsm737t1qa2uT0/nR4dva2rRnz57U4+Xl5XryySeVlZV1drsHAAAZxVaYDA8Pq6yszDLz+/0aGBiwzAYHB+Xz+VL3i4qKNDExkXo559Zbbz3j54zH44rFYpYbAADITLbCJBwOq7Cw0DIrKChQOBy2zGZnZ+V2uy2zvLw8TU1N2d5gZ2envF5v6lZSUmL7GAAAYHmwFSbz8/NyuVyWmcvlUjwet8ySyWTazy627ky0t7crGo2mbqOjo7aPAQAAloeVdhZnZWWlxUU8Hld2drZl5nA40n52sXVnwu12p119AQAAmcnWFZPi4mKNj49bZmNjY1q7dq1llpOTo7m5Octsenpa+fn5n3GbAADgfGArTMrLyzU0NGSZBYNBVVVVWWYVFRWWN8SePHlSpaWli15JAQAAOM1WmOTm5srv96u3t1eSFIlEtH//fm3atMmyrrm5Wd3d3VpYWJAkdXR0qKWl5RxtGQAAZCrbH7C2Y8cOPfPMM6qurtbNN9+snTt3yuPxqKOjI/UpsBs2bNA111yjQCCgK664QkVFRdq8ebMk6cSJE6qtrVVtba0GBwd1xx13qLa2VkePHj23ZwYAAJYdR3KxP6ExWCwWk9frVTQalcfjWertAACAM3Cmv7/5Ej8AAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABjDdphMTk6qvr5e1dXVCgQCOnDgwKLrurq6VFlZqUAgoC1btiiRSKQee+WVV1RTU6Oamhp99atf1ZtvvvnZzwAAAGQM22HS2tqqpqYm9ff36+DBg9q2bZsikYhlTV9fn4LBoEKhkEKhkJxOp3p6eiRJp06d0p133qmnn35aL730kh577DF9+9vfPjdnAwAAljVbYRKNRjUyMqKGhgZJUl5enhobG7Vv3z7Lut27d6utrU1O50eHb2tr0549eyRJzz33nGpra/U///M/kqSKigqtWbNGr7322tmdCQAAWPZW2lk8PDyssrIyy8zv92vv3r2W2eDgoHw+X+p+UVGRJiYmlEgkdOTIEfn9/rRjDAwM6LLLLkt7zng8rng8nrofjUYlSbFYzM7WAQDAEjr9ezuZTH7iOlthEg6HVVhYaJkVFBQoHA5bZrOzs3K73ZZZXl6epqamFA6H0+JmsWOc1tnZqQcffDBtXlJSYmfrAADAADMzM/J6vR/7uK0wmZ+fl8vlssxcLpflioa0eA2dXvdxx5iZmVn0Odvb27V169bU/UQioenpaeXn58vhcNjZPgDDxWIxlZSUaHR0VB6PZ6m3A+AcSiaTmpmZUXFx8SeusxUmWVlZaRESj8eVnZ1tmS0WDKfXnekxTnO73WlXXy644AI72wawzHg8HsIEyECfdKXkNFtvfi0uLtb4+LhlNjY2prVr11pmOTk5mpubs8xOX+U402MAAIDzj60wKS8v19DQkGUWDAZVVVVlmVVUVGhgYCB1/+TJkyotLZXD4VBlZaVeeeWVTz0GAAA4/9gKk9zcXPn9fvX29kqSIpGI9u/fr02bNlnWNTc3q7u7WwsLC5Kkjo4OtbS0SJK+9rWvKRQKpT5U7cUXX1RWVpYuvvjisz4ZAMub2+3WT3/607SXbwGcPxzJT/u7nf8yPT2tpqYmRSIRJZNJdXV16eqrr1ZHR4d8Pp/q6uokSY8//rieeeYZOZ1Obdy4UT//+c9TxxgcHNT3v/99SR/Fzq9//WteygEAAPbDBAAA4P8KX+IHAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAY/wv0dPRCIJA1p8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=list1)\n",
    "plt.ylim(0, 0.06)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "38e8aa28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.04197211515323337"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(list1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "0eff4088",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.16048191106528975"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(list1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "1388c419",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30, 10), dpi=80)\n",
    "\n",
    "X = np.linspace(1, 2689, len(list1), endpoint=True)\n",
    "plt.plot(X, list1, color='green')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bed293a6",
   "metadata": {},
   "source": [
    "测试数据负荷值的折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "eee30e56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2MAzDMNEQxz2kMbJ3pbiCptvE8bHjANrz50yckMV60SfgprWQSmLua8+9FhuVDe/erWK1tIpKo4KT4ycxkm+LuWmdm7u0u4Qjo0dQyBaMBU9RgA/OzP3ilS/i787/XV+PMSokNp8cPxlZzP3ks5/Ej330x/CR73zE931xv/XkypN9OlKGOdiU62VsVbcwMzwDoB1Jb8I3rn0DL/39l+LNf/HmOA9vX8xvd5pWPnfpcwkeCRM39JzKqQsMwzAMk15YzGWYELar23j1h16NX33wV/G/fvJ/NXrNRrnjzE1jsREQnLlje85cg2Ljjd0bODR0CJODk2i5rX1HtTEMQXOY5sbnAIQ7xcmdNTc2h6H8UGoL3wDwraXOXMf3fel9CR5J/1ncXuT4aIZhrCGKh2ncX9HxUaNcPpM3Sj4R44uB9BZSSby849AdAMKFWWqCPDl+EsP54fZrUvi+Ae2Y5SMj0cVcek3QmfuzD/ws/tUn/lUMR2oOiTBRxdzd2i7e+JE34s+e+DP814f+q++/leolTA9NAwCeWE5n1DnD2IZi2l8+93IA3YlDKh5ffhwA8JdP/2VqI4zFWbmXNy8ndyBMJLar23hq5Snjn3dd1xNz09wkzTAMwzC3OizmMkwIf/r4n3rd9mK8n46D4MylY6SYZVNn7tHRoxjKDQFI77kxBw+6Ho+MHAEQ3lywuNP+LB4EZ+5qadUrfAcL9gedl/23l+E1f/garJZWkz4UJmbSWmRkbi1u7N5Axmk/vqTR4UnOYdpbmTpzqVh+auIUgHQ7c8cHxjE+MA4gfO/oiYkT6XbmNloNrJXWIjtzV0urmBmewcTARJeYe333OpaKS4munZ6YPhFNzKX0E6D7/SrVS7h75m4AwLXda/08XIY5sCzttsVcWsNNG54vblz0vk7rs4yYQEDPX0z6ef2fvh73/va9xs+e5UbZuz+kdQ/CMAzDMAyLuQwTysOLDwMAZodnjR/MNiobmBtrOwzT+mC2Vl5DLpPD9HC7u950Zq4o5qbVOcIcPDwxd7Qt5obFLFOBcm68PTM3zdfiamnVc8CneSZWL1zbaRdyH7vxWLIHwsTK//ut/xej/3E0Uoc/w8TB9d3rODZ6LLWz0smNRWu+qTOXiuWemJvSe9qN3Rs4PHLYWBgUY35pZm4a37eV4gpcuJGduSTmjg2M+UTPltvCSnEFLbeVaBOX6IyOIuaKTrzd2q73teu6KNVLODJ6BFkn60siYphbGWrkOTl+EoDZczXgn7ObxrUR6NyfjowcMR45dZCY35rf9yzxtOG6Lr545YsA4P3/MMT1PK17EIZhGIZhWMxlmFCWiksoZAs4OnrU6MGs2qiiVC95cbFpfTBbK63h0NAh4+IOzQI6OnrUi8rjrk2mX3Q5cyPELKfZmVtv1r3PDWDeqQ/Ac8WkFfH4PvbkxxI8EiZOXNfFT/3VT6HSqOBPv/OnSR8Oc4tzfec6jo4exUhhJJVxvRSzHNWZS4Lf6YnTANK7v1rcWcTc2Jy5mLvnzD0xfqLjzE3h+0YRqVHE3EargY3yBmZHZjGSH/GJnuvldTTdtiM3bK5wnJDwcmL8RDQxV3Diie8XzXUeyY9gamjKl0TEMLcynpg70RZzTcXBS5uXvK/T+iyzUlzBYG4Qd07faZxSdlB4YvkJ3Pbrt+EV/+0VN1XDrXhdfeHyF4xes13d9r5O6x6EYRiGYRgWcxkmlOXiMo6MHDEuyFFBiApyaX0wWyuvYXpo2ri48+TKkwCAc1PnMJTnmGWmv6xX2gXBwyOHAYQ7WCnma268MzPXdd14D7IHaDb17PAssk7WuFAwvzWPkfeN4Lce/q04D29fXN266n39u9/4XVzauKT5aeagIgoUPB+ZSRLXdXFj9waOjR3DSH4klXG9FDk/OzILIIIzNxiznEJXTKlewnp53ScMhu2LfTHLhfTGLJNAcWzsmLGYu1HegAsXM0MzGC2M+kRP0Y1rOjszDua35zGYG/Q1b0ad4SzeA2jfP5wfxtTgFDYq7Mxl7JHGfT5BjRNnJ88CMG/eFD9raX2uXimtYHZ4FnPjc1grr3lNHTcDH378w2i0GvjmjW/i20vfTvpw+oY42/iRa48YvWantuN9XWlUUt9UzDAMwzC3KizmMkwIS8UlHB45bFyQu7J5BQBw7+y9ANJZtALaztzp4WnkM3kA4Q+d9CDwsrmXdZy5KSw2MgeT9fI6hnJDGCuMAQi/Hhe2FzA1OIXh/DCG88Noua1URmRRYX9meAa5TM44du3XH/p1VBoV/PvP//s4D29fPL36tO9/s0PnYNBsNX2xfmFQQwLQaVZimCRYL6+j3qrj6Eh6nbm0Dh4aOgQgujM3zTNzSfA8MX7C2zuG3XcXthdwaOiQd68G0unMJRfTbVO3eWJumHAk3t9HCn5nrijQkGMvCRa2F3Bi/AQcx+k0b7bMY5bPTp5FqV7yivo+MXdoimOWGWv8/Gd/HsPvG8Ynn/1k0oci5ep2u8Hx3KFzAMzFXFpHgG4x94nlJxJdP4il3SXMjsxicmASALBT3dG/4ADx5fkve19/beFrCR5JfxGbiB678ZjR82fwfb2ZRHuGYRiGuZlgMZdhNLiu23bmjpo7c6kTksTcUiN9Xbau62K9vB7Jmfvo9UcBAC85/pLOzNwUFhuZg8l6eR2Hhg4hl8kBMHPmUpR5mq9Hsdibz+aNnbnfuP4NAMCZyTNxHdq+ITH3h+/4YQDRIqSZ5PiXf/0vccdv3IFvXv+m0c+vlTpirihWMIxtqKh9bOwYhvPDqWyW26hsIJ/Je5HCN9PMXM9lG2H+KomJALy/SRrdZxc3LgLoiLlA+D5EvL+PFkZRrBU9AdjnzE04ZplmeOazZgI80Lkez061XYb0noli7qGhQ+zMZazxy1/5ZVQaFeO9i22ubl3F1OCU18hj8jmrN+u+aFux0cV1XTzvd56HuQ/M9f9gI1Bv1rG4s4jTE6e9NeRm2u8v7S55I36o1nEzQPedV595NarNKp5dezb0NeTMpXt1GvchDMMwDMOwmMswWnZqO6g0KpGcuSTm3nHoDuQz+VQWrbaqW2i6TUwPTXviWdiD2bWdaxjIDuDIyBGOWWb6Dom5XqFA81lzXReL24tegZjcPmm8Hkl8mB2ebTtzDQsgVDS/uHExtbFyJOY+//DzAZhFNzLJsl5exx99+48AAL/3jd8zfg2RRvGMOdgUa0VfMVsHFSePjh5txyyn0OG5Xl7H1NAUHMcBYO7MXSmtYCg3hOmhaQDpbE7qZf7q0u6SNzM+zTHLFzcuIpfJRTo3nzM3P4Km20S1WQXQPm8iqZjl3douNiub3l4p42SQdbJGIhOJ0WcmzgDovGfBmOVSvYRqoxrD0TNMB1FU2qpuJXgkaq5uXcWpiVOdxCuDPTEln8ieY2gtSTrqdmF7AS23hbOTZ71zu5lmyy4Vl3DXzF0Abq6GRbrv3Dd7HwCzcyNnLo08SuNzNcMwDMMwLOYyjBYSYqLMzCUx9/TkaQznh1O5ESan1fTwNBzHQT6TDy3urJXXvJ/nmGWmn9AcxMMjh42aCzYrmyg3ypgba3erD+YGAaTzeiTB887pO5HPmDlzXdf1iubb1W1fzG2aeHbtWYwPjOPkRNv1czN16t+siHOOP/z4h42KO+L1t1vbTW1zAXMwef2fvh5HfuWI0bVIxcljo8cwUhjp2l99/KmP4/D7D/uENNtQYxJh2gi4XFzG4ZHDXrNcGuMNo4q5pXoJxXrRKwyT2yeNIvylzUs4OX4SuUzOWMwl9yo5c4GO6JkGZ674fhGm84BXSisYLYx6s5/p8xkUcwGwO5eJnQsbF7yvTZt/bNJyW5jfmsepiVNwHMe4aYIaQsg9L97T0nKeVNc4M3mm84x2kzRv1po1bFY2cWz0GICb6zmG7juU9mFyPZIz98ho26mcxqYyhmEYhmFYzGUYLeIDjGlB7ur2VYzkR7x5nmkUc6/tXAMAHB87DmDPORJybmulNc8xkuZYW+bgsVnZxHZ1ux3hZdD1HSxQkphLXexp4qnVp+DAwV0zdxnPzF0rr/kK+WmdRXtt5xrmxuYiuRCAtuDy/R/6/tQUqm4laOblC468ADu1HXzxyhdDX0PNP8dGj/mcZwyzXxqtBj5/+fOoNCr45S//cujPU4MdOXMrjQqarab33x+cfxArpRV8a+lbsR1zGBvlDU/kAiI4c4srmB2Z7eyvAs1Jf//c3+Pr177e34ONSFQxl+auzg63BUFvZm4KnblLu0venjiqM3d2ZNYTqkn0JDF3MDeY2MzL/Yi5y8VlzA7PdgnwophLfy+T+E6G2Q/n1857X6dx77i0u4R6q+4JZ4VswWjdp/0VvU4l5iYpnvpqIdmby5lL96gjI0eM6zwHhWs71zA5OImxwhgAM6GarjlqwEpjkzTDMAzDMCzmMoyWC+vtTuDbpm4zLsgtbC/g5MRJz8GaxqJVsMBjUtwR3SYcs8z0E1mhQPdAvbjTFqTImTuQHQCAVEb9fWf5OzgzeQbD+WHjmbnzW+2IZTqvtH7OlopL3jxxwLyj/Sf+8ifwxStfxIce+1CMR9cfPvTYh/D5S59P+jD6Bq39Lz3+UgBm1xY5c6nYmMZ7GnMweW79Oe/r33j4N0Jd3+Q0OTZ2zIvsFa/h1XJbXBMd6LbpxZnrui5WSiuYHZ719lfBZrl/8fF/gbf9/dv6f8ARWNheQD6Tx+zIrJmYW/KLubL3LA203BZWSiteAbuXmGVy5pKYu1RcQtbJ4u6Zuw+mM7fY/nsEz0sUc1937nUAgE8++8m+HjfDBBGd7mkUc69sXQEAnJ44DcCsSRrorCH0OpWYm+TcbWoAnxufMx7NdFBYKrZTPA6PHDau84Tx+j99PV73R6/b9+/ZL1e2rvieq42cuXsxyzRDmJv2GYZhGCadsJjLMBoublwEsCfmZvJouS3t7BrXdTG/Ne/FJQ3nh1MZJ0fzOKnAExaz3HJb2KhsYHq47czlmGWmn3hFkMnTXqFAJ3qSu3BufE/Mze2JuSlzDH7pypfw5MqTePWZVwMAcpmckZhLQgTNcEpb4RtoC+eblU2vmx0wdw6Qk/rzl9MrklYbVXzkOx/Bv/zrf4nX/+nrkz6cvkHF/bOTZwGYFXe8YuNku9h4M80UY5Ll8aXHva+3q9uhhdSgMxfwR/aSyyYpMbdcL6ParGJqKJozd7e2i0qj0o5Zljhz68061sprXqNPUsxvz2NufA4ZJ2PUeEUCTNpjltdKa2i5rS4xN+x9883MLfjPbbm4jNmRWRwfO47rO9cTiaenvz8V5oE9x6BBcwEdf3DOMe1HhnJDePHxF+PM5Bn83jd+zye2MUy/2axsel+nUcylew41vZmMLwI6Iu3ZqfaeTNzvb1U6s4FJUE0CsSkn6n5/s7LpNcanERrJcHjkcCRnbq1Zw7s+8y488NwDXf/tk89+Ep+5+JlEZx03Wg3Mb83jzOSZzv3M4NwoZpln5jIMwzBMumExl2E0XNy8iIyTwamJU0aFq63qFor1oieSDuWHUj/3DAiPg9qsbKLltjhmmYmFK5udjnavUKC5Hun6Tbszl8TKf/2Sfw1gz6EVYe72vbP3AkinE5KKOzRPHDDr1F8rrXmx0dQBnkZ+4XO/gLd87C0AgMnByWQPpo8s7OyJuXuFQ5PizrWda8g4GZybOgeAxVymf9Bafvuh2wGEr+HXd69jcnASg7lBaWQviWtJibm0th0ajObMFYvlMmcu/d5rO9cSLRAvbC94zYqRYpZH/M7ctIm5QdEzijN3KDeE4fxwl4OVZiDPDM+g2qwmsl8WY6AJE2cuNVYcHu525tJrB3ODyDgZ/Lvv/XfYrm4bRfYzTK+QmOvA6RJzH1l8BP/6k/860ejfoJhrGrNMr7t75m4A/vuZeJ7UxJoE3v1pZDZyzPKr/uBVuP03bk9t8/elzUsAOslQps7c33r4t/D+r74f//RP/qm3zgZJMiFkYXsBTbeJMxNnjJ6rCRJzKU0jjTUshmEYhmFYzGUYLfNb8zg2egyFbMHIMUiuCSp2DWQHUicwAe1NfsbJ4OjoUQBt54iuuEMzfThmmYkDinGdHZntRHhpit8Ui3Vs7BgAuTO3VC/hE898IhE3DEHFJ/qcmTpzyal83+x9ANL5OaNu9iOj0Zy5FzY6HfppK+iLiIVpMaLyoLOwvYCxwpjXmGPiHFnYXsCRkSOeqJ3m9405WJCIRnumsHSF6zvXcWy0ve6Ty9MXs5wWMVeMWc7m0XSb2nuRKHpScoEo/tF51Vt1bz9mm0qjgtXSqq8JEDCLWZ4ZngHQ3hM7cFLXoBR0EJuKuZc3L3sJIZ7reO/cKG57YmACgN9lZ4vg3x8I3+8D/r9HsHmTBAHaq1GCSJJiE3Pzs1HZANBOCAmKuS//by/H733j9/CPl/8xgSNrE2ySNvmcAZ171Z3TdwJQxywn6cxdLa1itDCKwdxg5Jjl7yx/BwDw+PLjIT+ZDDTv+47pOyI5cz93+XPe1+JMdPH9e2L5iT4dZXSoKfjs1NlIMcublU1knIy3hzF5DcMwDMMw9mExl2E0LO4seoUak87GYHzxYG4wlV2Nz60/h5PjJ72HsrDYNRLbSADgmGWmn5DoOTk4adT1vVRcQsbJeNejzJn7zk+/E2/8yBvxR9/+o5iOOhwqPk0NtiM3TWdoXdm6goyTwR2H7gCQTvGMBPWozlxRZElbQV/k2s41vOT4S3B28mykGVoPLTyUeBSqjoXtBZwYP2EcIwp07oNBhxbD7BdaR8jNFNb8dmP3htccI3N5kniVlJjrrflizLLB3lEUzzJOBgPZAd/+ivZgQHJFfRLrooi5dG+ne6DjOBgpjKSuQakXMbfRauC59ec8R13QUV1v1VHIFjA+MA4gmWjYleIKCtkCxgpj3veyThZNt6l9Hf09xOYCepahvRnd9ykhhcQshokDWktOjp/s+iy5aDfKJPlMSms0NU6YxJkD7brB4ZHDnnimEnMXdxJ05hZXPKcm3c9MGlOpSQkAHr3+aDwHt0/Or5/HQHYAJ8dPRnLmim5c8T2jhi6gM6orCSja+uzk2Ugxy1c2r+Dk+Elv3U+jIYFhGIZhGBZzGUZJo9XAjd0bXqHCxH1GxYyTE3vO3NxA6uZ4ttwWzq+f9wpQQPhsH3FOHcAxy0x/2aq2HSsTAxNGXd/LxWXMDM8gm8kCkDtzv7PS7gZPMvqPOpxJBDN15l7evIwT4ycwMdh29KSt8A10UgjmxuciOXMpUhtIryhYrpexuLOIc1PnjN8zoC0gveK/vwKv/aPXxnyEvUEz3U+MnzDu1G+2mri+cx1zYyzmMv1nubiMQrbgiWi6/VK1UcVWdQtHRttRuEEnZK1Z84rf89vzicQRq5y5gH59FGOWgbYwKHPmAsmJubLxHIB+DSE3qhhVP5wfTl2Dkjj7FjA7t8ubl1Fv1XHXdNuZmnXa+5Fmqy2U1pt15DP5RMXc1dIqZoZn4DiO971sJusdowq6Hg+PHO4Sc+k6pr0aNbxShD/DxMFmZRMj+RFMD09ju7otTTpIcpbuenkdg7lBr6nDdKzK1a2rODVxymuSTqMzd6W04q2NJulJhOjGfXLlyXgObp88u/Yszh06h2wmG8mZKyZkqMRcWkeT4Pz6eQAdxzFg1rx5efMyzkyekT5XMwzDMAyTHljMZRgFy8VltNxWR8w1cJ+RwEHFroHsAGrNWqJRr0Gubl1FpVHxiblhs32u71wH0Im1VcUsP3r90VTPwWTSyWZlE7lMDsP5YaOu76XdJa/4D0DaQZwGt8hmZROTg5NeIdW0uHNl8wpOT5yWxoimBeo4v23qtkjOXIqQPj1xOnUFfcKLJ5s8a+ymBoA/+OYfAACeWXsmVWs+sV3d9ma6m3bqLxeX0XSbmBub6xLPGGa/0FxRk7nn5HqlRIagM1cUPGvNmucutMlG2Z/GAHQaAU0a5kioHsoN+Vxm4rkl5dAKJs8YibnUqLXXmAS0xYCgmJh0yovnIN5zVNO56a5HiuekeFRqLiPXa6PVQC6T88Rc+lvYZKXUcdQRkZy54gznvfeI9mYk6gzmBjEzPMPOXCZWaD89VhhD021KU68o6SEJNsobXU08Yc1yW5UtLGwv4I5Dd3T2+43Ofl9cM5Ja913XbTtz9+ZuR5mZm/bmzXqzjksbl7wUpF6dueL9SxRzk9iDEM+uPYuMk/E9o5lcjxuVjbaYa7AnY5gkubRxCX/2nT9L+jAYhmESg8VchlFAkXJdMcs6Z+5eZzrNf/NEphR1Np5fa3drUgEKaBeuojhzvZhlwTny3PpzePH/82L8yJ//SN+Pmbm5EUVPExfTcnEZR0aOeP/be+gUPmcZp317S7KbfaO84Svqm7g8d2u7WCuv4czkGe9zlkbx7NLmJThwcHridCRn7vz2PLJOFndM35HK8wI6DQCnJ09HcuaS2AF0uuLThOisMxGYgq9hZy7Tbzwxd88FohtLQUVSWlOD6yMVV6konkTUssyZaxJp7u0395qQBnODvv2V6AI6SM7czcom8pm8l+YCdIuJn3z2kxh+3zA+feHTcRy2EeKoB0Bw2WpET5obf3zsuP81rfZ85KbbRD6b92bmJunMFTFy5hbVzlwvZnnvHgIAx0aPeU2fDBMH9Jwgc7A6aDdM0mcyCdbL6779vknM8reWvgUAuP/o/chn88hlcr7zomfvubG5xD5flzYvodqs4uzkWQCINDOXmjeBdCZ5Xd68jKbb9Oohps7cRqvh3TOA9Dpzz0yeQSFbMH5Go/eLXgfwzFwmvXz3f/9u/NjHfsxrrGMYhrnVYDGXYRRQhy8JmKbO3LHCmOdCSGNnIz1oiN36YR3E13fbD5He3yKTR8bJ+LpRyc322Yuf7fchMzc5W5Utr+AZViioNCrYqm75nLkyIYCuc7F72jZUfCJMXJ7UyX564rS0aJUWLm5cxInxExjIDRh3fQPtYtvsyCwmBiZQqpcSiUINg8SS42PHjd3UgN9FkdTMTh2iGGM6M5fcIDwzl+k3rut6jTkmjW/keiWh1HOKB5y5Lzz6QgDJpDJIY5YNGwFzmZx3XxvKD/nuZ2mIWSaXETVSmTSEbFW3MDE44Yv5zTgZ37r/B4+1Ew1++5Hf7vsxm9Il5mb8kcky6L0mp7jozBXdq0nFLFcbVWxXtz1HHbHfmbl0z6C9GgCMD4zzfYGJlY3KhlLMpWsxUWduZaNrVnrYnvixG48BAO4/dj+AvQh6oclxcWcRY4UxnJo45RMPbfLQwkMAgJfPvRxAtJm54j446fQFGSQCRXXmbpQ34MLFsdF2WplKzE3KmdtyW3hu/TnvvEz3+1TH4Zhl5iBA672YAMAwDHMrwWIuwyjwYtf2Om1NZ+aSawGQO3Pf/5X343V/9Lp+H64xwaIVEN6NemP3BvKZvFegdBwHQ7kh3wNMkh3RzMFGFD3DCgX0sCl+zmRNExTJuVRcCnWhxEWwuGPi8hQfpilGNI1i7uXNyzg9eRqAeaEA6DjxRgojcOF2FXhEB1pSiGJuFGcuzYcE0lm48jlzDRzwgN8xSNcjF+2ZfrBb20W5UTaOWQ4KpcH1kdyENMNULKragu47vqK+QSPg4vYijo8d9wTBYMzyWrm9LmacTGJiriqKWHdewYYmoNsZSo1cScQQExuVDThwPOHVxJlL78n0cFvMJUGp0Wr43KtJibl0fDNDPThzhRnO9BxDzrpgzDIAjA2MYafGI1aYeHBdF+vldUwPT3eJuS235V2TSa2NdHzBmOWwPTGJELcfuh1AW8wV9/uL24uYG5/D5OBkYmLuo9cfBQC8bO5lAMxmwBNXtq5gfGAcY4WxVDpzKUEnqjOX1taTE+0UNvE9E59hkhJzF7cXUWlUfCI1EN5w6xNzU2hGYBgZlzYvJX0I+NrC13Dy107iO8vfSfpQGIa5hWAxl2EUkAvEE5lCCnKu62J+e97b3ANyx+Cnzn8Kn7n4mcQK4rIZZtmMvlP/2s41HBk94kXXAu2HTvHhjOdlMb0iFnw9Z67igfqRxUcAAC8+9mLve7IOYvr8ttxWIlFXzVYT29Xt7qaJkOIOfY5OTpzsxIimbLZsrVnDWnnNi5eMErPsibkBVx3Qfm9n3j+TuLufCoLHRo9FmpkrihFpLFzJnLlhxR2ZMzdt1yNzMKFCpxizrHOBeDHLe2JicIYzuVepMEv3AJsEo6CBzj1NJ6AtbC94EctA25krriGrpVUMZAcwNzaX2OzEjcoGMk4GY4UxAIYzc4XUDSLozKWvxWYY22xWNjExOOHtcU2cuVS0JwFHjFkW3avezFzL50fNDb04c5eKSxgfGMdAbsCLyO6KWc52YpZHC6Mo1UuJNc4xNzfb1W00Wg1MD0137Ys3K5tw4QLwx/raZLe2i0arETlmmZxllHbQJebuLGJurC3mlhvlRIQ1en6ikVNi00oYVzav4PTEaQzlh1LZlEpjp+6YjubMpbX11MQpAP79Pu0BTo6fTEzMJZHaOy/DZzR25jIHCUpFoc9xkrzxI2/EwvYCPvTYh5I+FIZhbiFYzGUYBUEHa9hmeKOygVK9hBNjEmeu8ABGkcU0C8c2VFASC2xZR9+pf3XrqvfQQgzl/c4RcV6k67r9OlzmJqfltrBd3faaC6hAqCoUPHKtLea+dO6l3vdkHcSiKyuJWVMk7E0OTHrfM3F5ilGWaY1ZprWLIsZMnGdAuxi8U9vxi7lCpNw3b3wTQMcJkBTXd6/DgYMjo0d6duam7T0D5DNzjWOWxzhmmekvPjHXwAVCrtegM5eK+lR0JjcK/bxNNiobGC2M+oQuEghVAlq9WcdycdkrlgPdzlyafXps7FhiKSjibHvAfGZulzM3ICbS/SSpwjfQfZymzlwHjifgyGKWk3TmUnODOFIFMHPmXtm84u35u2KWm90xyyTwp/G+xxx86FqeGZ7x9o50rYl7/SubVxIZ3SFr4jGJWV4uLmOsMIahfLthQhRzd2u72K5u4/jYcW9tSiK9YLOyiayT9f7upnvHltvC/PY8Tk+e7rqfpYVn15/FSH6k8yxj6MylffHtU21HtSxm+Y7pO7BV2UrkevRE6h5ilrNOtj1CZ29PxjNzmbRCjZ0XNy8mfCSd/SsbWxiGsQmLuQyjoEvMDREsREcd4RUohc5Gcn0lJuZGdOaW6iWslFZweuK07/vBmGVxA5NEvCFzMKGu+kOD7QJ92Mzc8+vnMZQbwtnJs973gh3Eruv6CvnUQGGTYCQl0F5DGq2GttlBFDjIEZO2AimJ42IBBAjv+qZu9sPDh6UuT4r0pf+fFJREkMvkep6ZG3zP/uKJv8D7v/L+vh5nVBZ2FjCUG8LU4JSxM3dhe6EdkzcwxmIu01fExpUoztyumbkBZy65UZJy5opRm4DfsSljrbwGFy4OD3fmwAeduWvlNUwPT2OsMJbY52+jvNHlPAPUa0iwUYsIOnNFMTepRsAuMdfEmVtew+TgpPezPmeuIHgeHjmMQrbgNaLZgpobZoYDMcshztxGq4ErW1dwbuocgG4xVxSqCbo3cNQyEwdeZPjwTFeTo/i8WW1WE2l2odmw4vO/ictzqbjkzUkH2vc0Oi+6f80Mz3hrUxJRy8G556bO3Bu7N1Br1jxnbhrTas6vnccd03d452bqzKV6B6WA+MTcyjoyTganJk7BhYudqv01kT4vR0ePAjCPWb6ydcUbL0P3d45ZZtIK7f2TrhmIjXq293kMw9zasJjLMAqiOnPnt9rO1JPj6pjl3dquV4hLSsyl8wo6c1Xdo/SQembyjO/7wZhliosCkFgMIHPwEMVLIPxzRjOk6OEb6HbAb1W30Gg1vOiyJIo7stnUXtymppC6XGr/PWaGZ+A4Dobzw6mLtSVx/NhYNGeu+F57rjrBmUsFkqTXj2s717wI6ajOXBI7gi6EN3/0zXjXZ9+VaGoBzXR3HCfSzFyKf01r7DdzMKE9g6kzNxhrG7weSUgiR2EiztzyRreYuyf2qfZYsjjcodyQb/YqOXNHCiOJff6Cgifdz1QF4us71+HC9Zp+iKAzlPbC9VY9sbm5G5WN6M7c0po3LxeQO3NzmRxGCiN4091vwheufMHbT9vAc+YGY5ZDnLnzW/NotBq4beo2AG3R3oHj7ffFCGmCG32YqFQbVWOhSHTmBsVcui/QrPQk5ic+t/4cgM7sW6D9uTFp3jwyesT736IzV2yaSFLM3axs+uoFpntHWutOTZxKpTO30Wrg6tZVr2kFMHfm0rMKNY4FnblTg1Neg3IS7xmtw7QuR2m4petR1mA3vzWPu37zLjy8+HDfj5lhokL7xaTdsOKs9osbF/tyPL/58G/ioYWH9v17GIa5uWExl2EUbFY34cDB2EA7PszUmXtiXB2zLMa9JunMLWQL3rEBbaeEqrhzZbM9g6jLmRuIWRYj8sSNDcPoCBayw2KWF3cWPaGNCDrgSby9e+ZuAMkV9YHu2DVA/0C9XFzG1OCU93cIztBKA706c31irmRm7sJO8mKu67o+Mdd0Zm69WUe5UfY64VXvWZLvJYm5gOCqa4XPzKX414yTwXB+uKtg/9DCQ6m7Rpn0Q+v04ZHDnb2Sxpm7uLOIXCbnxcYGi/okKo7kRzBaGE1k3adCrkhYzLIoVBAUu1mul9FoNbBZ2fQiRhutRiLRhxuVDV/ShOM42ihRElXEFA3A78x1XddzEQHJRC27rovNyqbvfTNx5q6WVr2ZbYB8Zi7dx9941xsBAP94+R/7euw6aG8V1Zl7caMdWUhiruM4GMwNdjlzZTHLSbjQmIPJfb99H+777fuMfpbWSN/M3L1GQHLm3jN7j+9nbSITc8PiiFtuCyvFFZ8zV2zeFD9ntDYl4sytbEmbeMKaN8XaQbD5Ow1sVbbgwvWtj6bO3MWdRThwPCFYrIVQOgclUqRBzDWNWV4rr3n3NFnM8u98/Xfw7Nqz+Km/+qm+HzNzc+O6Lt7+92/HZy9+ti+/r96se3v/67vXjZuu44Ccwa88+UoAwOcvfX5fv69UL+Hf/N2/wSv++yv2fWwMw9zcsJjLMAo2K5uYGJzwCnHeA4zKmbs3M1YXsyzGvSY5M3diYMLnbNTFLD+x8gQA/0Mq0B2zLBbhko48YQ4OFAVIBQ1doaBcL2O9vO45BQmvg3ivaYKuRerUT6qbHZA7c3UPHcHijhi7RqyX1xM5J4IcdcEIL1Nn7uzIbFd0IyA4cxNcP9bKa6i36jg+Gs2ZSzFL5FZWFa6SKDQC7eLOZmXTE3NNBPjt6jZ2a7u+z9toYdQn5n792tfxiv/+Cvz4x388piNnblZI7Ds9ebprDZcxvz2P42PHPaGN1lMSBsVo26nBKesxyy23hc3KZuSYZboHirNNKWK/3Ch7osVYYUw6a9wGzVYT29Xt7vm3mr3jpY09MXfKL+aKSTC7tV3f+pqEmLtb20XLbUVy5taaNdzYveHb76ucuQDwqtOvAgB88coX+378KuieJH3PNCI1ibmiY00m5opzodmZy0Sh2WriwsYFXNi4YDSWR+fMpdffNtluPkhib/zcRlvMFRtXPAFNscdaL6+j6Ta9BCGgLeZWGhW03JZvDaHPcBKjAyhmmaC9Y9i++MrWnpg7ebqr+TsNULNXsOG25bZC59wubC/g6OhR7+9SanSe0dZKazg0dCjROcddzlyDmOVyvYxSveSJ2zJnLu1tknqOYQ4ulzcv49e+9mt47R+9ti+/T4w2brmtRBLYCGpA/x/O/A++/90rtvf3DMMcXFjMZRgFwUi5sAcYEnNlzlwqgqTBmUsitQgVrmQPMF9b+BocOHjp3Et93xc7bUv1EnZru3je4ecBSD4mlTk4eALfXiFb9zkjx3eXmBt05u6JjTTPKIniDhUKZGuITvRcLi53d+oHNvbT/3kah99/OPhSa0SNxpa9Tibmkoh7ffd6aDElLuga85y5mTxcuNriN9ApKNLrVE7VpIog9Lel+1NYRKr4GvHzNpIf8V2P5L74y6f/sr8HzNz0PLP2DGaGZ3Bo6FDXGi5jYXvBN8aCGu1orag1a8hn8nAcB1NDU0YiQT8hp0/QmRsWsyxz5tL6WK6XOy7PTL4TT285apkK0pMDk77vZx21MKhz5pJIGpztl4SYK2u88tzUinO7tnMNLlzf9SibmUv3xhPjJ3Bs9Bi+vfTtfh++EiroUwOAeJw6Z+6FjQsAOs5coH09khgjNk0QlGDEYi5jAj0vA8A/XPyH0J+nKGWKmgeEmOW9NYSu162KffFspbiCQ0OHvEQFoPPZV+2xgvtooJM2QYkMQGfuNgB87tLn+n/wGlzX7XLmmsYsi87coVz6ZubK1n3Tc6OUG7pPd8UsD00lGo1N6zBdTybPaOJcagDS0Rd0nmkRc9/z+ffgLR97SyJNDkw0qGmxXwSbJJKsO9KzMjUumqR56RD395x6xTCMDhZzGUbBWmnN37FpELM8PjCO8YFx73tBt4kYP5yUmLtR2VAWG2WFq4cXH8a9s/f6zgton1utWYPrut5D6f1H7wfAzlzGHIoC7HLmSjbDtFmn2Fci2EHsOXNnknfmirGUYc7cZquJ1dKqb8ZdMGbZc6EZRIHFxUppBQ4cb15gLzNzg2LuTnXHezhrtBredWGboJhr4qYGhBlah9oztFQuhKSKIHR8JMxSRKruPZN93oLOXBI9GCYqz6496zXchDlzq40qlovLvma5YHxxvVX31qLbD92OS5uXPBHABiQeB525YTHLqpm5QNuZ65u/mpAzl1wQXY2AGmfu/FZbsDk96R/Rkc10nLn0N6ORCEm4K2SNV6LLVgadm0/M1ThzgfZ8RYpjtQEVBEn8InRjVYC2M9eBgzOTZ7zvDeWHOs5ct/vcyAFGc6sZRof4Ofj0hU+H/ryRM3cqOWfudnW76xk5bO9Ia53ozKX1vVQv+daQ7z31vfiek9+D33/0962ukcV6EU236ZuZa7onvrp9FYVsAUdGj2AoP4RasxbaFGkTqZhr0HDbaDVwfec65sbnkHEyGMwN+p7Rqs0qhvPD3t/sw49/uP8HH8JubRdDuSHvnmQSsyxGmQPt+1nGyfga7NIi4gLtz897v/hefOQ7H8H//Y//d9KHw4TQ7/FrdC3SM0SS1yY9K9Oeab9jUMT9/TOrz+zrdzEMc3PDVTiGkUAC5ZHRzkNWWGfj/Na8r9AIdDobPWfuXsxy1skmIua6rouV4oqvaEjHA3QXrlpuC4s7izh36ByCiG5eEmnunb23fW7FZIRq5uDhRUzuXZNeocDtLhTInIJAuziZy+Q8IYCKHWcmz6CQLSTjzC1LnLkhXd9r5TW4cHF4WIhZLowo48yTKowsF5dxaOiQ916ZFEAAYLmkFnPpYYh+V1JdtlSkJwHTVKgmpwlFe4uxa6JAldQDJ91vKAYaaBd4dB3EdKyicyQo5iYRIcccfLYqW1gtrXrND2HOXG+MhSCeOY4DB44vZpmKlj98xw+j5bbwt+f/NrZzCOLFNg4FmuVCYpaD6RRA98xcYE/MTciZS2JuULDQOXNXSiu+eY+EKCaSEHPnoXZBLok5x7Kivi6tBgCubl0FAJyaOOV9TxQ5gjNzAeD2qduxUdmw5hjfre0in8l7nwlCJ8ADbTH3xPgJr8EC8McsB13HQPIxy9vVbXzkOx9JLNGDicaF9Qve15+9FD5DcbW8ioyTweTgZGdmbt0/M5dcUUnsSWRiblhDiM6ZGxRzs5ks/reX/G9w4eKvnv6rfh++EnI5i2Ku6X7/yuYVnBw/iYyT8TUnpQWtmKvZFy/tLqHpNnFirF3vGc4Pe82bFNEsRmP/2RN/hkcWH+n/CWjYre16azJgFrMsut+JgeyA7zWiu1JMVUoCsSHk4WsPJ3gkjAnUUNwv6Jn2vtn23HWbjZtBru1cQ9bJes8n+xZzhf097TUZhmFksJjLMBJ2a7soN8q+jlldUb9YK+LixkWvMEmQYBGcmXv3zN1eFKxNdmu7qDarvqIhoI4B3KxsotFq+MQlQow4FGdzjQ2McdQaY0zwgVrnElc5cwF/dCAVhGluUZIFYrGQHdbRHnQpA3sxy4qNfVLCYHCub9g8cWK5uIyh3BBG8iNdYi496L3o6IsAJOfuv7x5GUAnGjTnRHPmnjt0Dg4cnwAvupWSes/EzwSRz+a1D52y+NeRwojveuR4M6YXaH2k6zHMmfvE8hMAgHtm7/F9P+NkumKWAeCf3/nPkcvk8OHv2HPF7FTbn/Oxwpjv+2Exyws7C74oTaDjpGm0Gr4ZpVSgte3M1Z2b0nFcWsHM8Awcx/G/RpiZSwU4cjSIc9BsIbtX6/YhgH/es/caQbSXOXNvP3Q7AFhz5wYL+kSYUH1h44IvYhnYi1neE2Jk50bXRVJ7//t/73685WNvsR5Dy/QGiUJzY3NGTtPV0iqmBqeQzWS7nLmleglZJ+s9r6fFmRvWxEM1ALFpnO6DlUal63P22nPtWZPfuP6NPh65HpngaerMvbJ1xVsfxfjotKCNWdYI1bTXp+Z9MT2J3mux8QoA/ujbf9S34zahWC/61n66Fo2cuXuJS0D7elQ1oya99xfvo/sVz5j4oWd68fO2H4Jiru2xKiKLO4s4OnrUq2vsNzlNrB+wmMswjA4WcxlGgveQNWLmzH148WE03SZeefKVvu8HC5TXd65jfGAct03dhqXdJetd5DIHCKB+6JTF/3mvEQqUXrExk+9ybjGMjp3aDrJO1uvcVrnEAbUzF9grKu9dv+L1ODk4mUzMcrX9b4qxlGEd7d7nUxKz7LougI5zFOg0h9gmONfXcRzkMjmjmOXDI4fhOI7nPPOcuXvv7cvnXt7+3wk5cy9vXQbQKdKbztASYzeH8kO+ohUJIUAyMyEBuWBRyBa07xmt/6KYm8vkfEW8JBolmIMPNQRQwTGYYhLk8eXHAQDPO/w83/dFl2e91XHmHh45jB8690P49IVPWxM+qQAji7UF1A6tq1tXcWL8hLenCr5GFrNse4+lc+aq9rHLxeWuvSbgn5lLBbg0iLkyZ67qPXt8+XE4cHDPTKe5QHTiydyr1ITW77hBFcV6setaBPRC9UZ5A5uVzS4xdyDbKeo3Wg1knaxPpPdiloV7nS2u71zHxY2LADpNH0y6oc/90dGjRkLMamnV24d4Ls96p7kgl8l5a9NBduaKjRa07tPvmR2exVhhzJtpbQP6W/qeYwz2xJuVTWxXt3F6or2PTqMzV5qeZODMpWcTEnOHckPevd97z5ws7py+09tvP7Fid10KNvI4jmOcxBN05qpilpMUzwD4Pgcs5qYfqlf0IuZ+49o38Oj1R/2/b6f9++47vOfMLSfnzF3cXsTxsePe80c/Y5bF+fIMwzBBWMxlGAneLBuhY1b3YPbItXaEznef+G7f94MFypVS29F2dPQo6q269c1wMNKWUBUbZQ+bwdf4xNwsi7lMNHaqOxgbGPMKg7pC47XddhFUjIolxKKyWPyeGpxKLGZ5MDfodWrS8YjHF0T2eaPiPa0hYpdmElHtjVYDa+W1rjUkn8kbOXPp3OjvQgU5Wguff+T5ADoPara5vHkZh0cOe04C45m5OwsoZAuYHZntmnMsOnOvbifTZasqXJk4c0VBJhirKnbn23YLMgcXulZofQub6UbiGXXhE+L81Vqz5ou1ffGxF6Pltqw5IUmgprXDO8YQh9bVrau+uN7ga2hdTTJmmdawsQGJM1cVsywZ6UGvofeMmkGSFHNla2OYM/fxpcdx7tA5n1ga5swl96qtdTLMmSt7lqECeVDMFR3Y9Vbdd15A57pIYu//1fmvel8/vfq09X+fiQ597o+MHkHTbYaODFkrrXkiU/BZnMTcbCaLscKYFw1si3qzjnKjHN2Zu1dnEPf7qiYeoC3I3TZ1m9e4YANZzLLJnvjK5hUA6Ii5eb8AnwZ6debSc9fR0aMA/M5c8T0bHxjH+rvXcd/sfX2PmA1DtvaH7fdJDPOJuQFnLjV4AsmLuVe22tfYmckzLOYeAOh5ktbFKLzk91+CF/8/L/atpfQ5vHf2XgDJxSw3W03c2L2BufG5/om59XSJuevldauz2hmGMYfFXIaRIHPm6qLJaBNxfOy47/v00EMPnbVmDQPZAW+zbHvzIYtxBTTOXBJ/Fe4KwO9CyGVyLOYykdip7fiiG8OcubPDs10z4AC/20d8oD48chhLu0s+cc0Gm5XNrlmBYR3tVJSUzdCizb0o5touEACdNSsYvZ7P5rUFEJrXHRRzvTl8e6+dHmpHfCVR1AfaRSgqQAHm88Hmt+YxNzaHjJNpz9ASHAjiuSQVmaQqXGk79cvth28xmlkUYgC/M9emY4Q52NB6RmJYmHh2Yf0C5sbnpK5X2cxcALhjuj324vz6+f4evALPmZv3H6MuZnm3tov18nq3mCtJPhGdubYbJ1TOXPG+K1Jr1rBV3fIVhn2v2Xufaf2fGppCIVs4EM7caqOKZ9aewfMPP9/3fVFkEhscCdtzZYu1Yte1COg/ayQUnZs653+N408+CYq5njO3Zt+Z+/BiZ17iU6tPWf/3meisl9eRy+S8vYWu+O26rs+ZG3xeFa/HltvCZy5+xqqoT9f8eCGaM/fCxgWMFcak8e7BdZ84d+gcrm5dDW2c7BfaubKaPXFwpjg1tosuz6Tx0mqEGfcmzlyvyXGvUUnc78vesxPjJ7CwveClK9lAKuaGPKN5MctDnZjlQrbgfTbpc0gkncpDY3umh6YjiWcfe/JjOPz+w7i0cSnGo2OCkPgf1Z0v7gm/cOUL3tc3ijc8BzwArFeSaS64unUVTbeJ0xOnjZpBTBDrVWIaWxI0W02c/LWTuPu37ra6hjEMYwaLuUzfCHMuHSRkDjlPvJQUQJQRdIGiSb1ZRz6b97pcbcdBqcRZ1UOnSvwF5HFQLOYyUdmubvvcPo7jwIEjLXxvV7eVET2ymOVcJofvP/39qLfq+OSzn+z/wWvYqGx0HauuQLxR3sCvP/zrAPxNJMH5YKKz89m1Z/t6zCbIoqCBcGfuTm0H1WZVKebSe0bFvSTWECpW9DIPeH57HicnTgLwx64B8DlFkhJzNyobyDgZ32dNLNTIWC2tYnJw0idIBMUbsaDDrijGlKAzNyzW9vLmZW+OtYh4PYozcwHgjkN7Yu6aHTGXzinozNXFLH/syY8BAG6ful35Gp+Ym5QzVzUz15E7c2WufvE1opsaaN8/xgfGk52ZO2Q2M/fK1hW03JZXRPReI7qpW50GR8K2mNuLM/eZ1WcAtEUj32sEZ26j1fDdEwD75yZyafMSHLRdi0nNpGeisVHewNTglJHIt1XdQtNteiKTypkLAHfP3A0A+J1Hfie2Y+86vr39XVRn7tOrT+Oe2Xt8ceVinUEmDJ4aP4WW27IW1a6LWdY6c/dckzSuJLjfTwPeKJwBSYS0gehJzQW+mbluZ2YucWL8BEr1kjXx03Vd7NZ2uxrfwvb75Mz1zcwVYpaL9SKqzap33kk7c6k5OOy8gvzoX/woVkoreGjxoRiPjglC11fUxnpxdIL4jLlT3cFoYRSDuUGMFcbwqWc/lcj+kRrI7p29N7Izt1wv4xc//4td+xaxWZPqtknxmYufQalewmZlE5c2uQGCYdIGi7lMX9gob2DmP8/gzX/x5puic0db3JEUQLZratcC0HFkUDwZPRjZjoOif08pMgUeOmUzVAhpzHImj7HCGIu5jDE71Z2uArHo3BGpNCpeXFcQ0aElFkFef9frAQBv/du3WnXnblY2fesHoC8Q0zyZ0cKoV5ACOmKHJ+ZuXcXR0aPIZXJ4Zu2ZWI5dhyp6XSz2mrxOJebS3ywJh0+5UUa1WfU5UU0KV6V6CevldW+G1nB+2Bcn9+DCgwDawsbC9kJopGAcbFY2MTEw4a3bwJ4AH1K0Erv0gY4QQ/d5cQYwCQEME0YUZ+5ubRdr5TUvildEFAbFmblAJyr28ublfh66Elqjo8Qs/8njf4LB3CD+zcv/jfQ1wf0V7cW+deNb/T34EHQNi7J1nyLwxMYkIijAA+1C8/jAeCLzLqmob+rMJfeqLIqYXiO+Z4R1Z65qZq7menxo8SHkM3m84MgLul4jNqUGnblDuSFknEwie//57XkcGT2C0cLovh0xjB3Wy+s4NHTIE3NNxj10OXMlYu5X/9VXMTs8iwcuPBDbsQcJbeaWrCFblS1c373u2+sD6iZpgtYoW+ukLmZZ1+AYjFlOpZhb2cRQbggDuQHve1GcubQ3Hsp3z8wNirmAPYfdbm0XLbfle8/omHTPMaulVYzkR3yjgcQmaWru95yQCYu5y8VlzI7MRhJzxdFEN0Ot8iBBqV5R6zBPrjzpfS2+tuk2vefze2bvwU5tB//0T/5pH440GnR898zc460fptfjbz78m/ilL/4SfuZvfsb3fXo+GsoNJRYfTYgC+mcufCbBI2EYRgaLuUxfuLR5CVvVLfzFk38Rqdttfmsev/HQb6RuUyV7gNEVQHaqOyhkC76HAt9rxI72THLOXGWxUREDSHEowZ8H/B3EogthtDCKWrPGM0wYI3ZqO8YF4nKj7HvQ9L3GyXbFLGcz7Qien3jBT2C1tGqtqA+0CwVRnLm0Yf8Pr/kPvk59L2a51olZvm3qNpybOpeIE5K6RGVR7TqRMkzMpeIJzRlOQsyl4oQYe+cVrjRFYoq7Pjm+58zN+525Dzz3AKaHpvGmu9/kzRy2jay5IKwIcmP3hjcXjKB7hYv2PXtxexH3zNwDgGOWGXOiOHOpMCwTc4Mxy6JjkO4rtlysQYGa0MUs79R2MD007WsgAdQOrecffj5eceIV+IPH/sCqcKacmatY971i/uTprv8WfM+AdtNMUs7cjfIGsk7WF0lsEkXcJeYq5hwTNsXcZquJSqMid+YqRCbXdfHQ4kO4/9j9XfusoDM3KOY6joPRwmgi9+35rXmcHD8Z2aHFJMNycRkrpRUvWh3QF79pb9w1M1cSs1zIFvCas6/Bs2vP+mZ9xgmtWaJ7FdCPZqJGzLun/WKubmau+G/YWid1McthzlwHjpdWQ7URW++JCRvl7vQkU2fuWGHMO6fh/DBqzZrSTU17aFsOO1UqRtgzmhhl7nvN3rpPv5fEXJo1nwSu62KlFN2Z+9BCpz7JpgN7tNyW50yvNWv45vVvGr9WTCEQn6sbrYa3xv7DT/4Dnnf4eXh48WHpehsnVIehlIVcJmccg097yUeuPeL7Pj0fnZo4hfXyeiIN4MT1neve1x/42gdSV69nmFsdFnOZviB26H30yY8avcZ1XZz79XP4Px74P/CV+a/EdWg9IXs40zpzq9tdgpTvNcGY5YScuSpxVlVIpQevoEgNyJ25JOYC9me6MQcP13XbzlzDAnG5XsZQTu7MFWd5NloNZJyMd42+4sQrAMBaNFmlUUGlUekWczUFYlpDg0V9cWZuy21hubiMo6NHcXbqbCKzVLyYZUlUe0/O3KbfmZvL5DBWGPNiPW1CxQmfM9egcLW4vQgAmBubA+CPXQPa537u0Dnv99pe9wF57LeuU7/RamCluNIl5vqaeJp13Ni9gXtm70HWyXqFP4YJQ+nMlawhwfl7ImKKQzBmuZAtIONkrCUyqJrldDHLFBUXRPx7iM1yjuPgR+7+EdRbdXz92tf7evw6ojpz6T0T54/7XiO8Z0DHmZtUzPLk4KSviapvzlyhuYD2OTaKyN7nSzYzVyEybVe3sVpaxX2z90lf4z3HtOq+zxmRRCpPo9XA9d3rODnBYu5BYH5rHkd+5QiWi8ttZ66ByBfFmQsAx0ePA/C78OLEdMySyFMr7WjOLmeu8BqpmDtgt3Ygi1k2aXC8unUVx8aOeWJ9Wp25sj0xIBfgiaDoSff7cqPcaSTeu0aBTnOoLfFTlagmPiPLWCutSV9D168n5h5K3pm7W9tFpVHB7HA0Z664Z2Ix1x6blU3ftfdd/893Gb9WTH8Kirn0eR0tjOK7T3w3Gq2G9efQxZ1FDOeHPad+lOvxsaXHAKDLfUvneXryNFy4ic6nvrbbrpu94a43tJukUjT3nGEYFnOZPiHeiD721MeMOncWdxa9h4GvLXwttmPrBXqAER/OdM5clZgri1nOZ/LWo5KI0GJj4Nzopk1RWCLSGMBsPtHZWczBolgvwoXbPYdPUSCuNCpKZ65Y1O8q7oy1izu2xFwvpn0wELOsc+ZK5hUBnUaKerPufc4GsgOYGJhAuVE27gDtF8qY5YjOXFpTgjHL+Uw+MYePTFA3iZSjczsy2o4UHcoNeY0zQOd6pIJYEqLnWmmtq1FALNQEWS4uw4WLY6PH/K8RruEbuzfgwsWJsROYGJxIRIhhDiZKZ67kelSlAQD+AmUwZtlxHAznh605c2l/FRTQdOe2W9vtamYSXyOL23z5iZcD8LtM4sZz5hrOzKWZiSoBXnzPAHiJNUmKuSKqPTHQFnOzTtZLYiDo/Wm0GvqZuXULYm5NI+YqRCa6/wWj9QF/44/MmQu0z8/2vn9hewEtt4VT46eQz+RZzE054sw9EmIAs5hl2hsHP5vB6/HYWHvPQqNL4kYl5uqaeMjNFRRzVU3ShNcIbitmuaqOWQ5z5oprv8lsZNtEXfeJLjE3166nlOol6XtGiTi2BBnaL82O+BtuxfEGQVzXxXJxWevMpd97x/QdAID1SnJirrgnLGQLqDaqRnXHq9tXva+5RmUPmfAvxifrWC7Jxdxmq+n7nNHzgSj+2uDazjUcHzvuNQMWsgXjcQ+XNtr3w3Kj7BO76do8Nd5eQ4MzdW1ybecaJgYmvPqB7ZoTwzB6WMxl+gLdqF9w5AW4vHkZ31n+TuhrqHMfSKeYW8gWumaHABGduYoOYtvdtURYzHLw3Eho0Tlzm64/Uo4KVqYbNebWhdyXsgJxsIPYdV2UG2XlzNxgzLJMzBXjYuKEOrD74cyVfc7y2U5Uu+3id69d30Ex13EcDGQHvNmyYvF7bCCZuduy98BkZm4w1kyMXQPa710uk0usiafSqGCntiMV4FXvGblaVDHLLbflxUufGD+RmKuOOZhEceaq1hzALwzWmjWfExJoi1m2nLl0TqZjLIB20UbmzFXFLAPAdx1ruxq+ecM8qm6/bFe3MZgb7Pr76py5GSfjzQv0vUa4V5OIk8/mMTU0hVqzZn0d0c63VzhzT02c6v5bON3OXHEfMpAdQNbJWrm30d5d1vymaipT7UGA7pjl4LkDbeex7UQNcjjeNXMXO3MPAOLel6KxAb3IF1z/HcfxCVNJ7/eVzlxNE8/Ta08j62Rx7tA5+WtUMcuWaweblU0M5gZ9NQDd2gi0154buzd8qQwHxZmra7gF4KXRiPtieiZVirl7Tb22nKzKZzRNw+16eR3lRrmrQUls+KTrfHZ4FqOF0USduWJC1EBuAC5cbTIUITZ0s5hrD9m18sFvftDotcvFZW8/rHLmAsmLuYRpU1mz1fRFr1MtBGg3ImWdLO6auQtA8mLu8bHjnXnihkI1wzB2YDGX6Qt0o37JsZcAgNFMQFHMtRWHZMp2ddvXiQr05swNFvG6YpZT4sxVnZvOmavqIKav/8mf/BOercBo0UY3Bq7FRquBlttSxiyLRf0D6czdSzfock/KHFpOLrE1hB6AZS4Ek5hlMZ55MDfY5cxNMmbZm5k7FG1mLj2QUfFEjF0DOrN9kmriWSnudeoPm3fqUyGUXC7ia4D2vUJ0JLOYy0QhijM3TMyla7je9Dtzge7I8zjpJWZZJebqIntHC6M4NXHKm7tog53qTlfTFaAuEK+X1zExMCEV/VTO3LOTZwF0YoxtIYugV12Pruvi4sbFrohlwN+s5TVeCXHENFfWRhHZ27tLGjHDnLlSMVfYh9Sb9dQ4c59YeQIAcN/sfSzmHgBEd+LJiZPes6V2Zm7ZPzMX0DvFKU3E1n4/NGZZ4cw9d+hc1/0qdc7cylZXLSTMvUrjX9Is5lYbVZQbZXUTj+LcLm5cRL1V9zmq6X5fqpe810mduZZillX7fd0oHNUoi2CTNNDehxwaOpTozFw6R3LmAvo1hFjcXvSey20ltjByMfdjT33M6LXLxWVvb9g1MzfTiTNPQsytNqpYLa36xFzTfchaec3X4Cme2/z2PI6PHceRkXba1+NLj/fxqM1puS3Mb81jbnyuI+ayM5dhUgWLuUxfoBs1dSuaLPZXNq94X6dtU7VV2Yr0YBYWsxycNeUV9RMSc4Pd+irniG5mrvgaMSL19kO3ez/D7lxGhxfdGIiZlIlMJIypYpZFAThY3KEN8VJxqT8HHgIVrHpx5gYjDmUOrSSduaV6CRkn01WEMo1ZFqO/hvJD3THL2Xzb4ZOSmGWTmble8WTv3KjhgNbbYMyy7XVfFVOri1mmiMIuZ67QkEBCzEB2IDVi7pXNK/jRP/9RLO3a+awzvRF05jqOAweO1pkbLE4Cfne5bJbncH7YE47jplgrtt2XQoGJjhHoXvfrzTqqzarWmasq6t81fReeWX1Gm4bQT3QNi6qRCMoUDWHvWGvWkHEyyGayODfVdqldWL/QxyPX02w1sV3dVt+rA+e2Vl7DTm1HLuaGuOoAe4Knt3fXjEiJ6swFOvsQlZhr+75NYu69s/eymHsAEEdMnBg/ES1mWdgbi/vNtMYs69b959af64pYBvyfM/p8Ju3MDa6NgF/kC0IR+6cnO2KuyWxkm9B1ODkw6ft+mDOX4rHvmbnH+57XvFkva525tmKWvf1SIGZZ94ymFHOFZwQxgW1qcCodztyRWRQy5mLutZ1rXkw0O3PtQdfKD537IQDA3Nic8b58aXcJc+NzyGVyqXPm0j2G5rQDezHLBjXwoInJJ+ZuzePkxEl876nvxUB2AP/5q/+5T0ccjSubV1CsF71mOYCduQyTNljMZfoCzc6gwq/Jpoo2j7PDs9aKbaZsVbe8wjuhejCrNWuoNquhMcstt4WW2/KiiLNOtmvofdyU6iUM54e92Q6y4xSpNqvIOllp4UYVA/gTL/gJ/NJrfgkA8KWrX+r7OTA3D7qY5eDnjEQ/lTNXF7Ocz+aRz+R9c0zjxHPmBru+NYWCxZ1FXxSv95pMt3iWy+S89SaJqHbpGqLp+gbaD1iTg5M+EVh05oqFAopGfezGY/0/AQ1UbIk6M3e17C82isUdoDPbJylnrswVDehjli9vXgbgd1fQa4BukWl8YNy6SC3jrX/7VnzsqY/hP33lPyV9KIwGT8wVZnqKc89FVkorbWd7YE9Gr2m5LTRb7T1W0s7coCsXUDfLUTFxNC9x5gr7TXFtJO6euRvlRtmLOo+bndqOcravbA0pN8ra+fZAx+VJ7xlFjl7YsCfmkhCjLOoHrkcqwIlODO81ojO31RmJIHLQnbm0Dwk2TQDtz3KtWdM2PvWbJ5afwJGRI5genkYhW/DWAiadiGLuoaFDRiLftZ1rKGQLvv10MPZbXBtpH2ZLbIrqzL2wcQGNVgN3T3eLualz5kpqIYC+EVAmDMqcuZ+79Dkc+k+HvL2mTTwxVzEzV7UvJjGX4k8Bf/Om7D2jf8OWmEv/TlcyVA/O3GDiFdA+t0NDhxIVc4Mzc4HwumOxVsRWdQt3HGIx1zZ0rbz7e96N1i+2cO/svUZ14kargbXyGg6PHO4amULjiwhKbqDmahtQ0/CR0SPe9/JZs5hlei0dN51buV7GSmkFJ8dP4uzUWbz+rtfj8ublRBrVHl9uO4Kfd/h53l52v8fxqWc/hSO/csRacgbD3OywmMv0hbXSGvKZvPewZdK5s1RcggMHZ6fOps6ZK41ZVjyYkRA9nOsu4skezPLZPBzHwd0zd+PbS9/u+7HrKDfK2mJjV8xyoyotBgGBgpwgMuWzefzIPT8CANYKjczBROXMlT10kjCmKxCrYpaBtgvUVlFfVShQfc5c18XDiw/jRUdfpHR1BR3wSUa1S9cQA2du0BlayBa8onPD7ZwbvY9v+NM39Ouwjeh1Zu5KcQWTg5Pez4oztOi12UxHjBILmjYIOocJXczypc1LAICzU2e7XgN0N/FMDEyg0qgk7oyiopTtuUlMNHaqO8g6Wd96rio2rpZWMT087V17IiQAq8SzkYK9mbmqtVEVs0zFRKlIKkk+kaVN2GoI3KnuqJ25knW/XC9rG6+A9hpSa9Y8YfDO6TsBAH97/m+tjegIE2KCRX26lsQmBEJ8n1XO3JHCiJXm1SScucEmprhxXRdPrjyJ+w7fBwCR4jaZZKC9Tz6TxwuPvNDoPbu6dRUnx0/61n+dM5f2WbaSQrZr0Zy5z649C8AvCHa9JmxmboIxy4B+70ipa2IjIK1Dopj7v3zif8FGZQN/+Ngf9vOQjYj6jEaQACGem2xmrvgcl820R6zYiiX2msQCiR8mztyTE4GZubKY5UweQ/khbFQ28GsP/lpfj90UsUHVdN2n1xwbPYaR/AiLuRaha//Q0CE4jmOcokEu88PDh7saM2l8EUGmAJvvq2wEjOm5UVJcMEKa1pgT4yfa/3+s/f9tzYAXoXTF+2bv61vM8kOLD2G5uIyvX/v6vo+PYRgWc5k+sVRc8nXImSz26+V1TA1NYawwlqpNleu60kg51YOZ5xiURMrpZmi9dO6luLJ1BX//3N/39wQ0lOolaYFN58yVFYMAfQfx3NgcgLbbMCle+d9fif/pL/6nxP59JhwqtsicucEiqu5zBuhjloF2odFWkZEeXJRz+AKfs0ubl7BSWsEr5l7R9btE8Ux0aCXl8tS5z8KcuV0xv2JEqnBuv/CqXwDQnhsjzlaPGypmi++b6cxc8WFOnKEFCDHLe+/Ze7/4XqsFZ+pil87Q0swGOzJypHu+ukJkovvl3zzzN3099ii4ruu5PKijmEknO7W2OCg6/FXFxtXSalf8vPeaTNaL6wXgRe4RNp25lUZF2myk2juqiq5AuDBI8dS2GiG3q9vqmbmKmGUjZ26r48ydGZ7Bj7/gx/GFK1/A+fXzfTx6NcG4b0J1r1bNRRZf5xuJEHCwimkUcdKLM1eWTOG9JiAy6cRcW5+3q1tXvQhAgMXcgwDtjS//7GUM5YeMZuZe3boqj39VOHMHsgPIZ/LWBM/t6jYyTqarwUPVAE7PPbJ7WpgzdyDXPjdKNYqTZquJndqOOmZZsXeUxSzTvYDWJaDTzKtaS+NEKeaGxCwvl9qCYHB+M6B+z+jfseXMLdaLyDrZ7lE4mme0y1uX4cDByfGT3a8RxoQB7XOjZ6W3f/rt/T58I7xnmhFzMVdsVkpivvutTLBRzFTwJAH+8EhbzBX3u8F1n/bRNt9XmucuruWFbMHI0EQpLzSyw3Pm7iXI0X6bUmCScLLSMZ6cOOk1yu43ZpnW3ksbl/b1exiGacNiLtMXbuzewNHRo53OHYPFfq28hkNDh7xOdVud+GFUm1U0Wo3urkZFpz4VZnRFvKB7FQBedepVAID//W//9z4evZ5Q54hEqFY5c6WOwb2b/fjAOEbyI4k5c2vNGh5ceBAfffKjifz7jBlUkJC5YoLXYtjM3FBnbs6+M1cWcwV0f87mt+YBdJxJstcEP2f0N0tiZm5UZ+5mZRMrpRVphJcowAPt9fHFx1+M3/3h3wVgd+72enkd4wPjvmtHJcSIXNu55jWwAJ3YtXKjDNd10XSbyDpZX+HoS1fsRdDT50w2OkAVJ3dx42KkuZD0YP6jf/GjfTvuqMxvz3sFwiQj4JhwpA1zimJjqV6SCp5AZ933muUCztzh/DDKjbKV2bK1Zq2rgAoYxCxLzk1cd2TCoM3ClXaUiMqZ2yiHzsxtunvOXOE9e9GRFwGw5zj2knUUTSvBcwsVc/euYVk0NmBRzO3BmUv7FmmsaiD2O/g5A/z3PRt4DsfptsORZ7qln83qJoDO3pjeM1HkE9mubmOrutUt5mqcuY7jYGJwwlqj41Zlq6sxiY4RkCdeAeGNFrq52zaaeOjZQubM1QmD89vzmBiY8N0v6FzFtY/2pbaTasR/M6ozd6W4gomBCd97FybAA+33zNbzZ7FWxEhhRHo9KgX4zSs4Nnas65qUOXNzmRx+7YfajtyR/Egitbvl4jJG8iMYzg+zmHsAoFF8lN5YyBbQdJuhIxFIzD0yeqSrMZPGFxGUcLNbtyjm7u1TxeaOfCZazHLQmdtljhlv1xaSEHNFB3y/nLm09l7cuLiv38MwTBsWc5l947puR8yNkKm/Xl7H9NA0RgujXlEnDVBxJ9hlq4rK04m5MncF3RB/8oU/ibHCmHdDt0HYTLcuZ24j3JkrK1w5joO58TksbifjzD2/1nF12HqAYqKjjFmWuH3IVdvLzFygU9S3AXVgm3Z9UyErbA0RG0Ko4PrM2jP9O3ADlO7+jFoYfPT6owCAlxx7ifI1FJlEBYgkHmDWy+tdriTV2kiU6iWsl9e94wX8DiU6v1wmh7GBMfzgbT8IAHhq9am+H78K1T1KFZVXa9awXFzuilyj1wDdxcY03L+fWun8TdNwPIwaVfqJKrJX18Qj7h+DYirt42ykMtSaNWmBPixmWefMVRWI6bxsRPaqZtsDemeu6l6dgXxmLgDrUfSy2c1AH5252YPjzNU2F2T8TTxpcOZ6sZljxwB0nq147U8vG+UNFLIFbz0PE2Ko0VHqGNTs9ycGJuzFLEvuZXSMQHcTj/fZlDxbmwiDIwU7EbHkbI7qzJU5qT1n7p6Q3XJb3t/h+q79+NCoz2jEcnFZOq6EXqN6z4bzw1bu1UB7HZeNAdAJ8Fe2ruDM5Bn5ayQNt6848Qr8zHf9DIr1ohcXa5OV4or3PtA9jsXc9LJeXkc+k/euS9PGq6AztytmWYgzH8gOIOtkraQWEBSzPD3sd+aa7EFuFNuuVxplFBRz6dzImZtE0uFKaQVjhTEM5Ab61iznOXM32ZnLMP2AxVxm32xWNlFr1nB09GjkmOVDQ4c6RamUzM3VzRsB1DHLUmeuLGZ5r7iTy+TwpnvehGK9aO2hU+eqA+QPnSYzc2UPMHNjc4kNuBfdfNz9lV5UMcuiY5PQfc6A8Jhl2zNzHTjdTkjNbGpAUXiVOLRymRzunL4TR0eP4rcf+W2rs0d07n5VoYCO7yXH/WKu+Jp6q961fgCw2hCyUdnoFnNDnLl0fDTXBuhEgZfr5a618YNv+CAA4OnVp/t45HpUnx2Vq45m7NJczuBrgO51/z/94H/yfoauZ9uQQJ5xMvvuHmbiJYozt9KoqF2ee+5yb2ZuptuZC9gRmJTO3B5ilkXxLJjqIr7GRkGSmq5kgoXsXg3oBXjxPijOzAU6xXVbEaneDNxgzHKPztxcJodGqyF9z4B2M1qlUYndzaRz5qqaC4r1IgayA1Khlr7XaDXQaDW6PmdAcmIujW/gmOX0s1RcwpGRI17THu15VXsGekYgRxehc+YC7aYQW2vITm1Hn64gaZIGQvb7urnbeTtzt7VOfcW92nVdzG/NdzUC0r2A9qJibYCiPG3ipScFriuxriFjpbQiHRdDr6G/iUyAt+bMrReV16PsXl2ql7BcXPbNAfa9JjgzN+ufcf/c+nN9O3ZTxLE9puu+OEaAxVy7bJQ3vHm5gPl7RmYXlZgbTGSw/b4qY5YNnj+XdpcwWhj1xh+R2SC47p+bOgfA36xsi5ViZ72LYtbSwWIuw/QXFnOZfUMb8Sgxy5VGBaV6yS/mWupaDEM5Q0vh0DJx5qqKjSRY2BI9Q525EpEprCDni38Vzm1qaArb1W0r8YZBKH4NAEctpxjP8RN05koKBbTRVRX1w2KWbc7M3apuYWxgzPv8E6riDq0h0khE4XMmzt0eLYzigX/xAJpuE//la/+l36egpJeYZZpf+oIjL1C+JviekdPVZjeqzpmrWscoSv7EeEfMFYva9F7T7zkxfgKjhdHUOHNl50Wd9lIxV1FsnBufw9tf0Z6flVQTDzXu3Dt7Lxf0U852dVueyKCI7A2L16e1MSim0mfRRrNgtVmNFLPsJVMoHK/0mqRn5npNVwOS45Tcq5uttgCtu1cD3TNzAVifBa9K4lHdq72EEE2EtCyJhxjMDcKFG/v6pHXmapoLVHHmvpjlQOMVQX8TW6JFcBY8i7nph1K8iLD3TDVexcSZa2sNqTfr2r1713N1H5y5NtZ9+vtJY5YVIzpWSiuoNqs4Ne535tK5Vprtvaj4jJ7EfrGXmOWW22o7QocVzlxNNHZQiIoTilkOohLgr25dBQC5mLuXnuS6blcCGzljbY80cV0XK6WVrnU/rImUjnNqaIrFXMusl9d9jRPGYm5RLeY23WbX5ywpMVc8t3zWMGZ5r7Ep2ARHaw+d24nxEzg2egxfW/xaX4/dBDGJIErMsuu6eOen34nbf/12fPrCp33/jZoqLm1cSs14RYY5yLCYy+wbn5hr2Lkjxp3YLEqZQMWdvjhzQ7psbbvPSvWStAili38NjVluqZ0jLlxrAprI/Pa89/XvfP13rP/7jBkqx4+sqB/qzA2JWR7KDVmLWVbFk6tmU+sKr7oIrxcefSEmByetFUNc19U2hKicuU+vPo1jo8e6OvyDArwYSTkzPIN8Jm9NzG20GtiubnfNOVa5mAgqhIgxy+LsQO89czoR9LdN3YbLm5f7evw6qIDWVRB1snDhdj1QUTf0kdFuMde37geKOyRoJzUr/erWVWSdLE5PnOaCfopptpoo1UtSZ26wQExOQGW8/p67nN7vYKwtiXS2nLlRnJAmMcuqArFNZ27YbN9e7tWAfGZuYjHLgeK36j0zjVnWzcwFEHvUsnZmrqIxdbe2KxUBgq9JW8wyO3MPBq7rYml3ySfm0vWpes/ocxJc/8OcueMD49iublspFquaG3py5prOzLXQ/E5royo5QiZ4erHYAWdu0IEtirmXNu0X9ZViriZmeaW4gqbb7HLmygR4+j3ESH4E5UbZSnN7sV6UxywrmuWubF4BAHnMsqapjBpfbYu529Vt1Jq1yOt+MGa5WC8mYja4FQk2SpsK8Bc2LsCBg1MTpzCcH0alUdE27Y8NjFkVc1dLq5gcnPQdRyFbMIoivrF7w5sFDKhn5jqOg5efeDkeX3rcyogOwnVdrJZWvaYJ2qebnNuXr34Zv/Lgr+DCxoUuMZfW3mK96MVUMwzTOyzmMvuGuqMPjxw2jln2ibkpc+bSRqCrU78HZ64vKi8QswzYnYVAD4dhcdAi1UbvMcujeXvFxiDz2/MYyA7gtbe9lmfmphgSc7saJyRFfWoKCHNoAfqYZRtFA2XcpmY2NaAovAoP0567X1hDDo8c9oqacVNtVuHCjeTMdV0XT68+jXtm7+l+jSAA15v+gljGyeDI6BFrM8XJJS5rLADUMctfuvolAMD9R+/vvCakIHdq4hTmt+atFRJ0MctA9/WodebKEhn2rsc0iLknxk9gKD+Eeqtu/Fl33W5Bm4kPr4mnIGniUayNoc7cmzhmWTZ/1ea+OWyPq9oTK2fmis7cwMxc2zHLSmdujzHLXc5cycxcwIKY24Mzt1iTx3OKr6k362i5ra7zAjp/E1sNnCulFeQyOe+aYTE33WxUNlBv1aXOXLpeg6j2/RRnDqhjlptu08q6H2xEJMKcubp7hdaZm7czMzcsDlrn8gzOzM1lcsg6WW/du7TRjth81alXYbu6bV0Q9CKkB8xG4QDAw4sPAwBedPRF0tfo3jOba6POmSt75qDG0tOTcmcuAGnaBDW+bpQ3+nLcpvSayEDHSWIuYO9edSvjum7XCCPT9+zp1adxZvIMBnODXZ+hRqvR1TQxWhj1ni9scHnzctdaRzNzdc+UzVYTq6VVHB09qhRzxXM7NX4KTbdpdZ1cL6+j3qp3NU2YOHPFZvXgvUps1OSoZYbZPyzmMvuG5uuRkwoI79yhhX5ubC59zlxVzHIPztywmOWZ4RkAdjbD9O/LHiBVLgSdM1f20Ck+0Np0jgSZ35rHifETxrMrmGTYrm5jJD8ijSOWXYtA7zNzh/PDvs9hnASjI71jVKwh2sJriDB4ZOSIJ77Fja6QrXLmXt+9jt3aLu6evrv7NUJUmyoqz+Y8ccC8iYf4+wt/j7tn7sbZqbOd1wjd/fRe0+8B2g9m9VbdmlBdaVSQy+S6/r6q+WA6Z64ubYLEXJvR2CJXt67i1MSpzkOn4Wf9n334n+H7PvR9qWkou9mhz7R0Zm5gbfTi9TXCoGoPAggxyxbe27AmnuDnLMzxSq/ROXOtxEeHNBup3rNeZuZaj1kO2+/36szVzMwF0uvMVYq5e6+hvUpanLmzw7OR5/AxySCmeBG05w115gYSpWi/2XJbcOFK946AnaaQYCMioXyuNpxnrYtZtuHypPdEdU+TCZ4k5p4cP9n13wZyA976Qf+fRq9c2LjQn4M2ZKu6haHcUNd+QZfE8+DCgwCA7z7x3crXhIm5cd+vXddtJyyonLmS87qyFe7MbbaaaLjpcOb2msiwVl5D1slirDCWaH3qVqNUL6HWrEUWc5utJs6vncddM3cB6E7ZkdUMbMYs15o1XN26itsP3e77Pu1naS2QsVpaRcttSWOWZWsINazZSqwBOrOwaWavaX0fgM9xK655jVYDu7Vd79woFYBhmN5hMZfZN7Rozw7PGscsP7nyJADgvsP3pdaZK3MLAhGduY5eiKFipg3Bwnswy5iLTJVGJdSZ23TVMctAMiL91a2rODlxEvls3op4x/RGuV5WC4MSlzggL4AAZjHLgD2HlrZTf5/FHbH4fXjkMNZKa9oHh36hFXMVzlxvHpOk6zvjZHwCfNBVNzYwZq3LNmoTD9B+nxe2F/DCIy/0v8bAmQt0/jZxU2lUQu9PIuI9PYgu/jVJZ26xVsRaeQ2nJ09HKuoXa0U88NwD+PLVL+PjT3087sNkoBFzJcVG03h9XeEbiH/dJ9E1LCpfxDRmWRbZS+dlo3BFnyNVs1Ewqt2bK2vizA3OzKWY5epmX449jLiduYnFLPc4M1cmAoivob2KdGauxT0W0G4kpnluAIu5acdrEhMSP8LiNpWpInv7TV0UMWDnWpTtXekYgf42bwL2RgfoZvuqhEEacRR0q3mvEfb7AHDXdFuoubBuV8ytNCrakVMyofzBhQcxkh/B8488X/mapN+zSqMCF260aOy990wmwMvS5ejcaE6obTGXDCS09tP1qXL3E0vFJRweOQzHcbz3g8Xc+PFmFQ9Gm5m7uLOIarOKOw/dCaC7WazZSnZm7uXNy2i5LU/sJMIawAF/Y1PXebn+mblAZ19sq8kRAM6vnwcA3DF9BwAhZtnAIEPuecD/GaPawtnJdvM7zc9lGKZ3WMxl9g0t2jPDM8YxDCTm3jNzTyc6w9I8yzCUxR1Fp76xM1cSs+zdoC10D4cV5AD/A4zrusrZn4BBzHJCnY871R1sVbdwauIU8pk8Wm6L56KklHKjLH2gzjgZpTNX11ygc3najLmKGrdpUngV15CgM9eFi7XSWn8OXoOukC3+/UW8GVqKQgG9RjZ3jOae2UB1broHM/qbB0VPOg+a9yl+D+jMExNne8eJUszVOLQAffyrbN0/OnoUGSeTiJjrFRHHT3kNSyYPnY9ef9T72pbD/VaHPtNjA2O+70uduSQMSu4TQLczNxi7ZsstqHUxKdZ9inYP/h2A8OhGq87ckKI+4N877mdm7mBuEAPZgYPvzKX9fkDkob9J3M87vThzi3VNzHLAmSsTr5Jw5orzK6OKuc+sPuNFpzLxQ4Vb0aGlm1EKqJMZwpombCYyKGfm7qN5UycM2nq27tWZ68DB3Phc138TnxFofaQGQLH4bwNVbUPVxNNoNfDw4sN42dzLtAk39DrV9Rj32ujdzyI4c8OadAF5c4EXs2xZkAk6c3XR2MHXUdoQO3PtIY7VI4zE3O12whM9L4ufIUpkEBOvAGCsMIZas2aloYsaULrE3JDRTIB/lFFanbnn19pi7p3TbTGd9nwmf1tquAD8nzFq6KLfaVOcZpibFRZzmX1DnTZRYpafWXsGR0aOYGpoyivSpWV2RagzN0LMsq+rURKznIgzV1dsFDb6jVYDLlztrDoAykJqUptlscs0SicZYx+dYzD4OdNdv0B4zLJN10hwDqB4jECPztyWfA4fPdDaEKJ0jitVzDIJe1S0ERFFe9l7NlYYw25t10ozRmgTj+TBjO5908PT8te4Te/8xLWRIgBtrY3lelnebITOtSVSauxFTsvmbmlilvPZPI6OHk1EzBVntZkmhADAt5a+5X1te/bXrUo/nblUIA4rosYtemqTT1Qxy3UDZ65CsBjIDiDjZJKfnSi5p3kCjEaAB+Qzc4F2k2PSM3Mdx4EDRxkhHerMdeVCTFqduVQADZuZS8eti1m20ZhbaVSwU9vxNVJFWfcB4OX/7eV4+X97OT536XOxHCPjhwq31MQMhAsxvTpzbTYWKGfm7qN5U5s2YSnNTNsArhAGr+1cw+GRw8rnH7HhFugIPNTYZIvQhtvAuT29+jRK9RJeceIVXa+RPaMFRSZvnFjM75l3P1PMzJV9zqqNKgZzg15cve81gevRgeOd20BuACP5EfvO3MDMXLF5VsfS7pL3vMxirj1kTTwmYu61nWsA2uP4AP9ePulGF6BzXmJDGRDeoAT4RxkpZ+YKa0gSYi7Ns71t6jYAiDS+aLW8iqyTxdHRo741j+pUdxxqu31t7fMZ5maGxVxm36yUVjAxMIF8Nm8snl3duurN55AVN55efRrO/9dJJPYwaqe+iTNXFZVHxUybzlytyCRs9MOckGKBkmYGiQ8DiYm5ghMwyowHxj6VRkUpDAYL32Exy8bOXAuFxuAcQGI/sWvivF/x3Gjutg1nblgRShvhNSFx5gZi14IFMVofbawhPTlzy+2/Ob0HXa9RFBttO5jCnLnBzxo9fIXd02TnNjc2l8jMXFHMjeLQEjuIbRelblWocNuPmbl0r0g63lC3v9LFLGedrNbx6mviEe4pjuNgtDBqxXlm4swV37dQZ65mZi7QLlzZKlqp9vuAvEGpVC/BgaMf9yA6cwP3NGtibkRnrkrUDr6Gfq9sf0PivY37Gq3bvTpz10pr3nOXrXEHtzr096ZmNsDAmVuXz982debaat6M5MzVrKcmzlxPGIy5QYk+61Gcubu13a77OuFr3txrdqGoXlvjVIhqsxoacy1Ce8Njo8eUr9G9Z7aux7D0pOBIBGDvb6G6nwWeZYLnNTU0lbwz10A8K9aKKNaLXsQ7i7n22E/MMgAcHzsOwP8ZUjVv2nxfQ2sGGmeuGLMc3DelxZm7Xl7HYG7Q+5tGilkurmBmeMZryCfos0vRzezMZZj9w2Ius29WS6ve7AqTG3S9Wcf1netecV9W3Pjw4x8GAPz7z/37WI5ZB914TGdomTpHZK66XCaH4fxwKp25JuIZoN7kJ+7MnRDEXHbmphKVY1DW9R3aXBA2M9dioTE4B9A7RoV4pi28Sjr1xUIqFUNsPFCHpRCoOvWBzgNZ8DVi7JrMmQvY6drvZWaumEohfY2i2GjzWgQMZuZKBIvh/LC3xvteE1K4mhqasvrASfQq5pIgDwDrFRZzbdBvZ67OEWOriKp1r2pmlI4WRuWOGIMC8Uh+xKoz1zRtwnRmbqPVQNNtdjtzByasFXnoujBNCCnVSxjKD0nfM6D9Hqni9YHO2p82Zy7d//rhzLUi5gbcWQCMx/wAnXlwABcUbUH7gl6cuUGXf1qcua7rouk2tc2bsv1+1sl23asAs5m5qYhZ1kT26iLogzHLJPDYduaqYpZVjVe6cQ9hKRqAvYQQ7TOaYr9fbciFbaB7vn3wvA4NHUrOmbtXdzQRz4ICMIu59ug1ZjlYOxDXdNVYlSTEXNm9CdA3F5BQTaOJBnODvlnAQGBm7l4DlG0xVxTgo5hjlovLmB2ZbTecCmteMGZ5u2ZnjBbD3MywmMvsG+rAAcwW+2s71+DCxYmxduwmFXxExxxt+GXF5LhRdlspHsxM5oOpYpYBe3MhdQU5UZj1fl7TPSy+hoqNwfNK2pkrxm2yMzedVBoV6cOxrOs7rLkgLGbZlkMLiB7hpSu8hrn7vblFFiJiTUTn4PpYqpdQyBaU645OgLcZQx/WZSuLevZiloempa9ptpreNSkW7tLizJWt+0C74KQryAHqwpXNaGwREnNPTpzsScwdyA5wzLIllGJuH2bmJjU70ST5pCtmeU/MlSEWiGWJDAC6CiVxEVUYNJlvL/5c0L1qM2a52qyikC0oG1e6hJhmVbnXp9fQ2phxMl2/15uZG/NYGfrbms5K95pYJQ5loHPt6cRcW65joLs4D0Rz5tI8OMBugfRWxotZjuLMbaTbmav69+kYAXkSj4l4lpqYZYW7Xyae6cRcarwCOn+31DlzNc8xgNrxSq9JOiHEaOyXxJCgS5oAOvv9NIi5y8VljBXGvHM0irUVZpQCLObaZL9i7rGxthteJuaqGsBtvK+0h+vFmfvtpW9jtDCKUxOnvN9h4sy1GUu8UdnwvWemzlzXdTG/PY9TE6cwUvA3nNLn8OzkWWSdLDfSMUwfYDGX2Reu67aduXvd0SbiWTB2U1YASFLMJcEiuBmmTnyVEBPmHFHFrtlyIUQtNtL7oXNC0mvS5Myljre5sTl25qaccsPcmaub3wR0ivottwUXrjqazEIsZa1Zk8/QUhV3DCIRVe5+m85ckzhoWaFA1+giRmMHG0LGBvacuRYKPaEzc2UxyyVFzHKI4OlFfluaEx81ZrlULynjNsMKV/Se2ficiSwVlzCcH8b4wHjkuM3RwiiOjh7lmGVL9NOZS2sIvU617qc1Zpk+L0FkMcuyc7M6MzckOYLQiQDia+i9Df7NJgcnsV3d1hbD+kW1UZW+Z4B6H6L6ee81rabUxQSkJGZZIsCrCpPeayhmWSHAi/8W/dtxQjHL5M4COtcRHaOOixsXva95bpsdvJhlwZmraigjPGduLp3OXNmeXDxGQOGENBTPgARjlpuaRAaFM1fbCBiYmZtxMhjJjyDjZKyLubVmTR9BH2FWerAWAiR3PRqNRJDUsMLGadFnLXidTw22k3hsNm+uFFd8676JeHZl8wqATt3RdkPtrQw1yUYVczcrm8hn8l4t0RezrNjv08/acPqHGX9UzQWu6+LR64/i/qP3e/c/mZgruo5JzLXZcLxeXvfqS0DHiBT2XL1UXEKlUcHpidMYLYz6nlGocW5qaMpq0ybD3MywmMvsi+3qNuqtulfMNrlBizNNgY7jQixs0+IviyGKm6hzIU3mg+k2+bacubHFLLvywlVSYu6N3RsoZAuYHJyM5MzdKG/gFz//i/jEM5+I+xAZtDe0qpm5Ygc3oSssAJ3iQlhntI3rsd5UxCzvx5mrcGgl4czVRXjJkgvCGl0ASNeQJJy5XTHLmkIBuYMO7MzckJhlGWHn5kVjWy7OLReXPZeW6UMn0H5gnR6aTmT2160KfZ7pWiFkbh9VMZ8gd3/SRVSti0kRs1yql0KjiHV7R+szcw2beHR7TaBzbp7L0/GfFzn3bKwhqqI+IL8eQ8VcwTEoi161JebSe2A6yzN0NrVBzDJdHyZi6n6RuX3omEyaAK7vXve+ZmeuHbaqW3Dg+NIIVHNlibQ7c709uaP5nO3DmevA6Wpqt/UsE9YA3pMz1/Xv9x3HwVhhLJGY5SjPaF6kquJ5FdhL4glpKov7ft2LM7faUKdNmDhzW27LyjMasVpa9T1z0THRWiDj0uYlAG1HIKBPXGL6izczdyjazNxas+ZbJ02cuYnELAcbjUKaC+a357FV3cKLjr7I+16YM5eaPnfrduqprutio7whFeDD6qmXNy8DAM5MnsFoYRSleqkTr7/32kK2gImBCTy18pSVpk2GuZlhMZfZF8GZgSZOSBNnLs3EcCCfSxUn2s5GyVzI/cYs2+pOMnHmyqLydEIMIMQsZ9MRs7xUXMLR0aNwHCeSM/djT30Mv/TFX8IbP/JG666yW5F6q46W21I+dMriDYHw5gJVEdNWN7vruqEzc1VCdVh8sWpGKQArrkLPrR9h1pTWmZvxzzkOriE2xVy6LoKFKNV5AcC13Wtw4ODo6FHf98UCCL1O7LJNi5irjFmuFZVxm77ijqsRcy0X55aLy15CiOlDJ9COWT40dAhTg1PszLUEiXRBZ65Y7CVUxXzxNeLaGJyhZdsREyVmWScMiiKHyv01kh+xE7OsaeyTrY9hYi6dG/2cLK0GsDPLNExY6dmZK5kBD3QKf3GLuVR4l85j1jhzVXHmnjN371qQirl714eNmGV6ZiLHCtA5L11Rn7i+e927dtkdYoetyhbGBsZ84qSq0YVQzcwNm01ta0Zp3525gWY52eeMnq3jfk4NmwMfPK9Gq4Fas2Y0M1c8t7GBsdTELKv2xLrkAll6UlL7kJ5m5jbNrkfZPY3EHpt7553ajm/vaBKzTEkMt03dBkD/XMf0l/VK+9oQ79UmYm7wuhRTdtIwM1fl1g+7tmgkEDUW0O/wZuZKGkLymTyyTtZazaBYL6Leqvtn5hrGLItibjBe3kuozORxafMSlopL+N2v/26/D59hbilYzGX2BYm5VER1HAdZJ6uPWQ44c70ZUsLMXIrQsr3BB/SzZXXOXJ3I1HJbyphlW+6Knp25hh3EaXLm0lyUKM7cG7s3vK8/df5T8Rwc46FzXPUSsxwsEAc75W3NmfKKOxJXjq64k3Wy0iSC4MN08Hd7ztwDGrMMtAVw3RpiY330nLmqmGVJsXFxexGHRw53renGztxG/A9mrusq5zzqYpZ17gp6ja6D2Oa923VdrBRXPGdu1Jjl6eFpjBRGOHLNEp4zNxAxHEfyibfux1zU7yVmWSvmGkQ3jhRGUKwV4bru/g4+hKgzc02duSphkIp+NhyTYZGn+3LmSgQeW85clRBExwjInblh92ovZlm2v8lkkcvkrDhz6doQ5696zlyDAv2N3Rs4NnrM2pgbpi2ai+8XEO6QK9fLyDrZrms5LTHLtCePa2au7PfaakyN6swNi2oPzsylNSQpZ27YWBsRz4UnaXaJNOc47mjsEAEekDtzw8ZpqZy5NpOhgPZef7e260t1MYlZvrR5CSP5Ec94EtZEwvSPjfIGJgYmfNeOyUiE4F7LF7Pc0scs23TmqmKWVfe0he0FAMCJ8RPe98KcuY7jYDg/bM1oIovG9swxIfVUOr+T4ye7ajhiutxrzrwGAPC3z/1tH4+cYW49WMxl9gU5aMXIk3w2H+rMzWVynptJ1qlOEVg0k9Am1WY7fkfa0a5x5upEJt1D51BuqO3cjXmua6/O3F47NumB06aY67oulnaXcGR0T8yN4MylyFSgM1+FiY+wOCjVXFlZEREQio2KAnFaCiDA/oo7QKBjM9ueKWNFzI04OxEIj1mm18jWEJsOVnrY6How08QAXtu5hrnxua7vh809s9llq0tYUL1nxXpROTPXOGbZYnFup7aDarMaWcytNWvYqe1gemgaQ7kh1Jo1Lu5YYLu6jeH8cHeBXrK/Mmkqa7aayuJOPptHLpOzF7McoYiqEwZFh5AsXh9oF65cuL5GyDjQRkhL1sdQZ26IMEgzNW04JsPmBcY1Mzfu90wr5uqcuaqY5Ux4zDLQvkZszMwlAVacv0rHaOTM3bmOo6NHMTk4yTHLltip7kjnpANqAb7SqEgFtLCY5aAjKC5UiVtAf2bmSsVcS42punVfllqgaogkxMQlcb8/NjCGp1afshbVS3HI2nu14txkQrX4HJN0c4FRzLLkGc3UKR68zm07cymyVWwENHHmXt26itOTp726Xli8O9M/grNXAUNnbqDJwEtbqBWVnzObzcSqBo/QmOU9Q1OYmBts7rfZcOxFY/fgzF3aXQIAHBk90jUSgEYHZDNZfPL/80kM5gY98xbDML3BYi6zLzxn7sis971CtqCfmbs9j+Njx70bVbBTvdlq4sL6BQBtt5ltt0zUTv1Ko4JcJqcsbtBDj+qhz/ZMN1vO3EK2gEK2YFXM3ahsoN6q4+hIu1EgijN3qbjkfc0OrfjRxfrJnLkUuSNrsgAMYpYtF0DiKO54a0jA8WOrIGkkDEZx5gbiyZJaG8V/Q9VlGzyvltvCtZ1rOD52vOt3iTOc6HXigxl12do4L50DXhYp57qufmZuoNiYcTK+2MQknLnUiBNVzKXu4+mhaW8dshERequzXd3umpcLqJ2QgN7l6Ys3lKQb2PismTTx7DdmORgpZ2t2YlhaDeA/t/06c23G68fqzE1wZm6vzlxlzHKgWU7mOgbazws2nLk0f1UUB01n5rqu23bmjh2zNuaGae+xxHm5gNnMXNV+U0yrSUo8U4kKgLqoH5wFKWLizLXlPtOODpCsjTrBE/ALwOK5LW4vAgB+6Qu/1J8DD8GoOSnoOtbMFDdJ0RCFqDgxiVmWjTAycebKGpRsi7n0XCHuH01m5lISA8HOXHusl9d9oiBgPjNXXHtEZ6hqv287ZjmfyUtTIwD1Pa0XZ27wZ+KGjFrB2j4Q/lxNtdQjI0e63o96s+7tHYfzw3jlyVfiqdWneHY1w+wDFnOZfUECgjgLIZ/Jh8YsizexXCaHjJPxNstXtq74igEk7Noiaqe+TqwAOnNiVDHLaRBzxQdIwiQ+ml6jKlyNFkatirliRxjQuzPXxhy6Wx2TDmLxeqw2qqFFVKBTgJB1NQLxv7e09vXbmRvm7rchQulSCHRd36HOXIWTyVY0GQBUmu1zM3XmrpfXUW/VcXy0W8wNc6/Sv2NTzDX9nNF9WDUz1zRe36YzlyLyo4q5a+V28sehoUNekS5uxxyz5/yWXF8qJySgd3nqiqiAndmyOsGzl5jl4Ocs62S7GpmszU6MGK8fdWZuUq46OoZYnLmKmblpEHMdtK8jMZ67X87cwdygHWduVT1/NcyZS/fuY6PHMD4wbs0ReKtTrBeNm+WIG7s3vDFOvteFOHNtxyzLmhtU677pjNK0xCxL5wFL1sYwMTc4M5d+789/788DAP7m2b/pz4GHoBOpVe+ZiTM3bCSC+HviQpeopnz+bMjHsARfI7sebTZeAZ3nCrEpJMwJWaqXsF3dxrGxY92vYWdu7OzWdrtGqvQi5po8V9uOWdbN0FZdjxc3LyLrZH3X43B+GPVWHfVmXZkyNJwftlabDDZIA+Yxy0vFJYzkRzBSGOm6VwXrPN9z8nuwW9vFHz72h309foa5lWAxl9kXdMMUN1a6mOXd2i5WSiu+we+O4/jEiGdWnwEAvPLkKwEA59fPx3LsKnpx5mrF3Ewndg3oduzZKiL3GrMcNkNL1bEJJCDmCh1hQDRn7nJx2eseZGdu/Og6nWWOQV3RFQAy0Lt9bDtzoxQKtGtOprvrO7iGDOYGrYi5RjHLPczMbbQaaLmtRGOWVUK1qpudrqPgQ6r4Gl2xcSg/5BXQ48SkU1+8Hr2iVU5RkAsp7ngxyxadueTsIJc0rfuhYu7eGIfp4WnpuAcmHiqNinpWemD90DXHAO011YWrjCIGUuDMlayNtJ6HRRF78YaSgro1Z66uQCxZQ4yduU35vdrmuk9jVWT04szNZXJotBpKIcZWAoBOzKW/v4uOmOslOIQ5cxXvGTGQHbCyhm5WNrvmr5rOzKXmn6OjRzGcH7ZyH2bkxW+dqNJsNXF58zJum7qt6795TdKKdZ+u40SduT3MKA1G9mpjli2IuflM3tcwQfTszN17jVgzeOvL3or/8e7/Ec+tP2elXtDLc4wuSUp8XtUJMQBQaiQYsyy5V3uR04ax38F9iNdQZklkkjlzw5yQ1ORPiW3ia9gRGD/lRjlyEw/Q3fQivs/0XqdSzNVcj/VmHV+88kW8bO5lvmMX68C60QG2apMyMdfEAQ/AN+ou+H4EjT9v/+63AwA+c/EzfTpyhrn1YDGX2RcyMVcXs3xp4xIAdD2cDeYGvc3ytZ1rAIAfPPuDAIBn157t70GH0G9nLkULJd1BbDtmGbAv5opFGiCaM3dpdwlnJs8AYGeuDaLGQem62QEDt48tZ66mU19Z3DGNuVJEylkTczUNHjJ3P2DmzFU5AGyLuYVsoatwpeqy1c5KE15Da2owIjUNzlxZ04RqDlDXaxTFRi9m2aIzl/YMc2Pt+cWmzlyKhhNjlrmwHz/lelk7B1HEVBhUrY1ACsRciQOejjfMvWoSt2nDdZx1stII656cuSGRvVbF3JBGKtn1KFvzg6+pt+rSPYA3MzfmdUbrzN1zeMsSGVT3avpddD9R/Q2sxSxXtnyJUID5zNzru9cBAMdGj3lrg+hSZvpPy22h0qh0Fb9lexDi2s411Jo1uZgbst/PZXIoZAvJzsxVCNVaZ64Tvu7T39BGE4/u/hQ8L7oPKZ25Gb8zVzy3V516FZpuE19b+Fo/Dl2Ldr69YiQCibDSJjRJw23wXknXY6Ixy5qmfV3Ni14jux7pudpWnYeeK3wzc0OckLTeU10I0K87TP9wXbe93w98bkyc0SbO3OBztc1mYt1zDCC/tr5+7evYrm7jdede5/s+/X1K9ZLy3Ibzw7GvHwSJuWIqRtjnjFgqLnkicDA9SIxZBtqpnmOFMS8li2GY6LCYy+wLWqBFMZc602Vc2myLuaIzF/CLEbTRvmP6DgCd+QK26LszNyUxy9r5N7pNvmnMsqRwlXjMsqEzd7u6jbXyGu6ZvQcAO3NtoJ2ZK9no67rZgW63T7C4MpAdQMbJWIsm037OIjhzZRFewc+adWeuYcwyJRKEOXPDHFo2HmBU67iqy9ZItA9p4klazFXFmat+HggvNibizN1pO3Pnxv1iblgTDz1ATg9Pd0QWjlmOnbA5iCJRI3uDBRCgXXCMew3ROYhliQymIjU18ejiNm0U9U2ajYiD5szVnVvkmbl7r1EJMV7McvPmjFkeyA5Yi1meGFQ4c0OKjUFnLonvTHzQ9aVyMsmK+hc3LgLobv6m1wDqJB76t9LgzO2aUWrizNWsIdlMFkO5ISspQ1HWxqgzc8VntO899b0AgC9f/fK+jzuMqEkTQPv6zWVyoXHauuvBxvWoHYUjObewcVrBZuIknZCA3pmrqjvSes8xy/apNqtw4XatCSb36uA6KTpDVZ+zQraAXCaXWmfuU6tPAQC+69h3+b4v/j10Ue1JOnPDHPBA+163Ulzx0hGD6UGyFMfp4Wmsllb7d/AMc4vBYi6zL3br3c5c1YMZoHbmDuU7Mcv0UD09NA3AblEYiGFmbljMsiVHkNeNavgAE8WZqyo2JuXMpY2EaVGf5jLfNX0XBrIDLOZawCgOKtBcEFZEFX9v8KHbcRwr16N2Zm4vzlyh0UIVKWfbmWsaT6Z7jwFhzjEV5BzFnKmYo8mA9rFGmTPluYlDnLmqTn1b82/ovmIqVOuafgCDmOUEnLkk5lLMsvHMXIpZHurELLMzN36UMcv7cObq4l/TUtQXzy0sPjoYs6yL24y9EdBgDEA/Z+baEnNd19Wem+M4vihi13XDxVxy5jbr0nsD/VuJzszdc+aK5+aNvdhnzPJgbtCKM1cWs2xSbASA6zt7ztyxY944Ad7zx4tO6KNn5CBfuvolAMB9s/dJXwOEr/uJJvFI1sbQWFuDRAZgr0HJQiJDFGduWKqLODM3WDO4/+j9yDpZfHvp2/04dC1GTakSoVo3CxjQz8wF7FyPumZMadN+WPNmyH4/6LyLG3p+F525YfH6NLrt9MRp73smMb/M/lE1iZnMt+9y5ooxy4o4c1t1HqC9JpiOCSPOr7XHBt5x6A7f98XmAlWE9HB+GNVm1co1u1JaQS6T86WfmDRArJfX0XSbXg02LGYZAGaGZ1jMZZh9wGIusy9ogRY3uaoHM6DTaXt2qtuZS8UEejiaGJyAA8dqURgId+ZGiREF2jd23SY/FTHLPThzwzb5QHIzc7tilkO67mku8x2H7rDi4mF6m8NnErPsRTdKCqkj+fjfWyORL8rMXInLM6mZudqub8m5eWJuVh+z7LmpAwWxfCaPrJO15mCN5MxtmTlzVQ+dY4UxK2tj1Jhl3Twx8TWqJh7qmLe57l/buYbpoY67lu5xYaICOXMPDR3qNFWxMzd2lPFke/sr0TGoW0+B7qj2pMVcmTNY5oA3FTx1RX1ah+N2QsbmzFW46mztiZtuEy5cbcOieC3Se7wfZ67jOFbu10Yzc/fhzJXd94C9mOWYr8dKo4Jas9a3mGWAxdy40Yq5igbwP3vizzA7PIvXnH2N9DXAwXDmyprl9jMzF2g/y8S9x9I1rshcx97cbcUaQrUQoHt9ymfzGB8Yx1Z1qy/HrkPXsChL0QDUwo34mjAx18bMy6gzcyMnsAX2YZ7zrm45Zll05obEvz60+BCyThb3H7u/+zXszI0V1brfr5jlJOuOlUbFOFmOeG7jOThwumrgJg0hNvcqq6VVTA9Ne41/4jHqxORgOmJwvFkwZhloN1OzmMswvcNiLrMvdmu7GM4P++YMap25m5eQz+S92XaEGM0lOhZGC6OpcuZmnExPMcvivMukYpZ1BTbZvMuoM3NlxdbRwijqrXqoQ6pfLBWXMJAdwPjAOAAhZjnEmfvc+nMAgNsP3W4t/vRWx+R6DIpMJjHLumKjjW52o9nUEZy5QfEMkDtza81aV6NJv9HNzO3JmRtSkHMcx2ocsangCehnXooPc6oHs9HCKCqNSmjheb9EjlkOm6EVaC5QOnMt3rfXSmuYGZ7pPsaQDmZ6gJwZnmFnriV00es9iZ577zV9HmVzXUfyI7F3tOuKS7I1JErMsmp/5UX2xiwMaov6+5mZqxiJYG30SEjjigMn0rUItP8eLlzlzFzATvOVScyybGZuqDNXI54B7b9l3Oe2VWkLPkFnrmnMMs1Yp5hlgMXcuOnFmXtt5xruO3yfVihNOpHBaGZuhGY5k5m5QPvcbKR59TuRgX5eNpppYnDC+2zHiVFKmeQZTfUc44vGdlMSs2yYMhRW5wnb79schQO0R2IBgZm5IYkMDy8+jBcceYHfdMLOXCuo9hVhf3/Xdbtmi8sa22X7fZuN0qa1EOL82nmcmjjV9bpgvD7QfW62knjo3xATN8Xj0QnwZKhROXNlMcszwzMo1Uv87M0wPcJiLrMvirWidMFX3aAvbV7C6cnTXTcpMbLHEz0zeYwN2Lkpi4RFykWNWSYBWBmznLPjCDISmWSuupAHmJbbkt6gAWA03742bLmrNyubmBqa8rrJTJ2581vzAIDTk6etxZ/e6piIYUGRSevMDcYsJ+TMNRX5RExjLHUzc+n3xAn9ftNzM11DQqPykpyZq3jPtEU8p/s9Czr2vNmyMa+NkTv1w4qNIYkMuUwOg7lBq2IurfviMQDhDq2l4hIK2QImByfZmWsJr7gji1mOYf4qYEccjOrQCnMcmxT16TMad6ytTlQ4yM7cMFdSMGbZSMwVRE9dFHHchaueY5ZDnLkqAZ4YyA3Efj2Sey84M9ckuhEArmxdwdHRoxjIDbCYa4lenLm6Z2u6tnUznG04IXt25oY4IXXufqAtjsS9V6k2q8qGlF7XfS9mWVIzmBiYsOPMNYhZDjbGmjQ0tdyWMokHgJXUL6OG2wjXY3DMT/C8aH6zrTrdSmkFADA7PNt1jLJ1f620huu71/Gioy/yfV/1PjP9RTUrPUwYlKWgmEQRA20B0UbNUVWTUl1bruviufXncMf0HdrXpMGZW6qXugR4XXw00eXM3ROgad2TjR+hRmxKymIYJhos5jL7Yre22y3mKh7MXNfFpY1LODt5tuu/UTQZ4I+vHCuM2Y9ZDomUi+zMzWRTcYOO7MwN2+SHdGwCnXOzVSDfqmz5uvVNnbnXdq8hl8lhZnjGSgGAEYrZITG1hCyeRSQsshew68w1PS8ggjNXMTOXCrBxO2KqzSrymbwviYHQxa6ZzsyVCvAFO5/HyDHLJrPSNA+dthyskWOWDWMAdSKT7fv2RmUj8mwfoP3geXjkMBzHYWeuJXRRjDq3j2rtN41ZBuLdY+mKuLL9VVRnruz32nLmasXcAzwzV9ecBHTHLJs6c4H2e6ISPJN25spiliuNChw4oW5qnXgGdFJCxN/dbzYrmwDQFbMcNjuRuLJ5xZufyGKuHXpx5po0OSYdsxx1Zm6oE9JwZq6thpBeEhm09RO348wNntv4wLgVZ27UET+AXsyVxSzLxi3YdOaajtPSjc4BzOo8Nsdp3di9AaAzSst3jJI15ImVJwB0z902na/O7A9vjrZiZq5KGJQ9h8qapJO6Hl3XbScXyBpCFNfWjd0bKNaLuH3q9q7XiPt91bOE54K3YDYp18td92pVBL0IOXMPjxwGoJiZK4lZBsBRywzTIyzmMvtCKuYqHsy2qlso1os4NXGq67/5OjaFKNGxgTGrDh/vBm3ozKUokP3ELFP3ky0xV/bQ6XXqCwWYyDHLkt/ruZ0sFci3qlu+bn1TZ+61nWs4NnoMGSfDMcuWiDrDueW2pA/Iwdck7sxtGThzhfNqtBpoua1IM3NlMctA/EV9XeOKTBg0jllOOCoPMHDmtrqLO4D8OpNFJiU1WzZyzLJhDKCuuGPzvl1r1lCql/xirmGE2lJxyYuDsvUZutWhvYBp40StWUMuk5M2kIivUUXQA0J3eIxFEF1xyXEcOHB6EjxVjhjA3szcZqupvPeq3rOMk5FG4AHhbup81s6s9LDGlZ5iloV7mk6ISV3Mcr2Mwdygb0aaiIl4BnTuG3GOVlHFLJvMzK02qri+ex2nJ/1iLjfxxAutvTIxN+NkugrEjVYDTbeZ+r1jv525wf2Vag0dyg0l28SjSXUxcebKRgdMDNpx5uoEeN1YFdPGK0Ae/zqUi99NXWlUMJAdkK7jMjGG3rOwhlt6lpH9zUYLo9bSzG7s3sBwfthXd9Q18Ty58iQA4N7Ze33fN3EZMvtHGbMc0nDr7bUycmeurmnChpirdcAragbn188DgNyZazAz13bMsjJFw8SZG4hZ9mbmSp5l6NndRiMPw9yMsJjL7Ivd2q53gyFUztz18joA4NDQoa7/5otZFuIrbTt86N82debqbuhEWMyyrWKCGF8tO0bAH7tmGgdFYlSSzhFiu7rtzcsFIjhzd65hbrw9x9lGFBITInpKCgUtt6UsNIqv0XUmkzM3TteITuTTxtqGdOo3XfUaYnN2ojJ2bT8xywm7K4BwZ24wMklMkJCRy+TQaDWUxR16yLEVs2waaxs6MzdY3JFc5zbv2+TSmhrsxCybOHNd18XS7pIXB8Uxy3bQzeaUifA6RwzQLQyqHDFAcjHLQHcjoOlcWZ1Dy9a633SboS7PoOhpMhJBl6JhY93XzU4EeotZFv9OqntD0kKMLGY57HPWNcZCcW42or9VMcsmM3MXthcAgJ25lgmNWQ7OKDXcF4ftHWvNWmjs9n7oeWbuPpJPADsxy0Zibo8zc+tNecxyrVmzcj8DFAK8Yu+ojVkO3KszTkbafEapBXFG+5ocpzSJJ6S5QFfnGSmMWHXmHh096qsFqMQzoD2jFADumrnL933T9B5mf6hilsPu1bK1xKRJGmg/W9db9VgbynRNzypn7sWNiwCAc1Pnul4jnZkbeJaxOZ+6VC8p05N0n5kbRb9znu5ztKbLYpZpH2ejkYdhbkZYzGX2RRRn7kZ5A4C/6Oq9xsl2OXPz2bzn8IlTfBExmRcoFSuy5jHLwSKIrWKC1jki6dQ3fejUPUzbmgcMtI99p7rjj1k2cOY2Wg3c2L2B42PHAcCbmWvrmrtV0YqekoczF67SnQV0rkddsXEkP4KW24q10Kj6nAOK4o5h04SuY9NaUb/VDJ3xGMmZG4jbVBX1bXR9R56Zq2mOATpNTarIpNTGLIfcA41ili06c2WRmyZF/e3qNqrNqtdBzDHLdjCKWXaji7lJxyyHibmiKwmIHrMsWxttzsxVOcRUcZumUcRAck08JnvcyDHLQgFOG5GaoBAji1luuS3lewyYzSgF7LjFVTHLJjNzr25dBQCcHD8JgMVcW4TGLEtGjwDhItNBm5UeZUapVszNDaHWrMXqLDSK15c0KOn2jqIzVybmAvE7tHSuPl3MctioB5M5x0C8z2mqvQIQksQT1jSh+ZzZjlkWI5YBfWTy/PY8AODE+An5a9iZGyuhMcsKYVB1XVKTtG6sCaVexdlQbJJ4Fby2tqvbANSGJmDvudpNdiSf67ooN7pjloFwZ+71nesYzg97pppgs6dsfaJ1n/Z1DMNEg8VcpmearSZ2a7teUZrIOlnpw/RGpS3mym5k5F4Fup25jVYDH33yo/0+fCkmD5BRxAqgEyGlmndpIwIQ0HejymKWdR3HgESIkfycTWfuTnUHLtzIM3OXi8touS0cH22LuYO5QZ9wxsRD1BnOLbflNR3IMI1ZBuLtbNQVd3QxV6Gxa612VHvWyXY5lOlzZqNAHFrU78WZqykU2Jhh3XJbqDVrxoInoHeWA52mJlXhyMYDJ2D40CkryBnM0FLFv9p05sqaxEyK+jR7yxNz2ZlrBZOYZXHdr7fU8YZA+PxVoO0cAewU9XXRwlGEQTGaOXFnbivcmRvF5Um/K8xVF/dnMWy/31PMsvD+p3Vmrqx503R/pbtXA3auSVXMssnMXHLmnpxgMdcmqqI+IC8QmzYChq0h4r8dB0YzcyMk8Zg6c+nvEndjahRnLh2LzhkqzsztKupbcmjphCCZ4AlEm5mrfM+y8a+NjVYj0kgE06YJXROPjfFFQPt9WymteHt27xg18foL2ws4MnKk671jZ64daA8XFAbDRiKo9lq0huj228E5rXHQy9xtXUOTuIao1icbzzFA57Nu2nglcn33Oo6NHvPVqMQxCvVWtzOXY5YZZn+wmMv0zHp5HS5czA7P+r6vWuwpZnlqSOLMzfg3+UD74eg7y98BALz5o2/u67GrMOlSjCJWAB3XscrJZWPjAZg5c8WCHD3MhM090xVRbYq51PUWdWbutZ1rAOA5c208JDMhM3Mlm2HXNXPm0mdY6szd2wzH+VkLjdtUNITsp7hj63MWtbhjOjNXJ8AP54dRaVRijSYLXfclowN0RTzxNao4ZmqCSnRmrkQ8i+IcqTfryhla5UbZSkOMzKVlUqi5vHkZAHBm8gyAzjoU9/zRWx1tzLLC5akSxYDufYhsv2Ijnixs3e9FGCQnk2rdtTUzV1cglgmDpmJu0s5cE0E9asyyqTM3bTHLYcknJvdqoPO3iXVmriJm2WTdDzq1WMy1g242p9SZa9jkmBZnrm58UaT9VWBmrs6ZC8SbJGLizI2aNtFyW3BdVxrdb92ZK9krqByb2vhi0VVn4MyN8z3TjUSQ7a/Cnj+DTROy65ycuXGnme3UdtByW12GEF0Tz8L2gte4I6Ian8P0F6+JJzgzN8yZq1gng03SKqc4EO+zte5zo2oADxs1APjnAaucuXEbf7xnNMPGK5HrO9dxbOxY12vE5M2udZ9jlhlmX7CYy/TMcnEZAHB45LDv+6rF3jhmWXCEvuGuN/T1mMMwmWMW1ZlLmw+VM9ebnRhzLKWJYzAYuyb+N9VrdA/TNh5eCNoIRJ2ZGxRzvehCLurHilFHu/BZizozV+vMjXEzHHV2omnMsi5uMw2zE/fjzE06IjUsLl82OkCXSCC+JqyJJ7UxywbNBbIuW6DjOrbRrU+JH2KTmEmE2qXNSwA6Yq6Jq4vZP7QXkBUKZMkF/YhZtrE+hoq5vQiDe/cKWQEESMe6L0t1iSrmqpp4khZze4pZzoSLuUP59szcOIvfJs7c4H5fK+YaOCEBswbK/UL3FdrPEXRMuiYiz5m7F7NMzygs5saLLsnkQDtzFc/1gMK9ari/ChVzLSSJRHV5ms7MVd0rbY0eiZqeBJg5c5tuE023qfyb2UhQMmq4lTjFwxpuw2KWm24z9gZ4atgXazziMQbXkGariWs717oilgF25tpCNTNXN+cYCHfm6pIGqWk/zjpPWHMS0H1t0b4lzJlL61NwP0b7nbj3KlFHIhC1Zg0rpRWvlkoE4/WDNSxqxOaYZYbpDRZzmZ5ZKa0AkIi5PThzfTHLgsjzf33f/4VXnnwlHDhWxLWoQkxYVyPQiZigB6OgIJXP5jGQHUjWmevIY9cAKKPXvE2+pmPTpjNXFr0W1v0HqJ25No75ViaqM9e02KidmVtINmYZ8DeuAOHFHcdxvPVRFWtr05kbVtwRz+2gFOSoCKEraHQ5cxWO2+BrlM7clMYsm0Tl0WtUzlx6z2xEFu/XmXt26mz7NTxDywomTvFI81ed8JhlG7NlTZy5vcxf1TpzUzAzV5bqYirm0vqQlDM3Dje1eH/UxSzHPcrDZGZuV8yyQbMcXWuq+54NZ67XABfYM5ms4QvbC8hn8pgdaSdK2RCfmZD9vm5mbsi4h9Q4cyWfB5kD3jT5JNTlmbMzfzWKy9NEqBbXveD6aEus0AlBsgZH13W14x7EZ58D954ZXo+6ZzQb44uAzrMSPTsRKgF+rbyGptvEsVG/UxDg/b4tVPv9sNqcUswNGV8k/ltxfs682q8uZlnhzKU6lO81gVnpslqxjYQh8Tijzsz91o1vAQDmxuZ83w+OUQyu+7YSGRjmZoXFXKZnIjtzNTNzsxm5MzefzeN7Tn4PXLi4unW1r8cvQ7fJB7rPzYsiVggc9N8oZllVABktjMZe1NdFC8kKcvR1mDNXV0T1oqAsFPVl0Wth3X8AsLi9CACYG29vQGwVSG91woo7QOCBGq52plvQKZ5qZ67kYTps7jYVCpJsmjCZndhLzLKuQGyjwGPiIO6amatw3BJhzlxb8Y66hiNpzHJYvKEYs6xw5tp0O5GYKyZ+eC5bzbpPYu6piVMAuFPfFrQXiDLDOYozV7YXsxFHHLbuZ5xMZGcurTuqdZ/OKw3r/kGMWQ6Lyu/VTU2ofo4SIOLaF6tiTAlpzHLIGIvgjDulM9cgDWe/qO5R1PimE8nnt+cxNz7nnavJMwKzf7wkE1kSz36cuQZibpzFb7rOteOLhCYeunZDXZ6tpvYzbCP1KqrLs9YySDYziBG11cQj2yt4zbPCeemitAHzmblpfM9MRswA+hQNW6PCVM5c1bpPNbXgzwNqAZjpL7Tuy+KSAfV9lz4jsoYt3RoC2KmH6Oo2qmfJUsNwZq5i3be1PnrpSYpROKrPzK8++Ktw4OAnXvATXa9puS3v/4LnRp9PjllmmN5gMZfpGaWYq1jsKWZZdNB4rxGcT/VmHQ4c74Z4drLtnKFYxDjRbfIBf1wEEB5FTP9NV/gG2vFCNpy5GScjPVZZVF4/YpZtulxXS6sAgJnhGe97JtGZ7MxNBrFpI4jKORJppptilieQrDM3WCgIE88AweWZcNymzqG1n5jlpJ25JoVDlTM3rHClcubacq9SgU12fUljlkMcMb6Y5RBnrg0xV7avoLVAV9Rf3FnE7PCs955zp74dvOKOprkgijPXpKmMrv0418ewRkDH6cHlmekUrmS/N5fJIetk7ThzVTNzJXtH3X0CiCbmxhlFrNuDAN0xy7pIVUL8O6nW0Ljv16HXYi8xy4H3X/W7k3TmAvIUDZGF7QUvYpl+HuCiftyQ6Klq3gzOrgzbF5usIbackID+OUbqzA0Rz8LWmrgje13XNXL3B+/VQLhQrbpX2xZzTdOTTM8rLBrb1riHWJy5mjqPjVhbQC3mAvKGEIrrDjp5AW7isYUq6Snsvntx4yIA4PTEaf/r9pqk6X1LTMzVNEGo5jFT3UmbSqRZQ+hzlmjMssaZ+/jy4zh36BzuP3a/7/tU81I1T2YzWYwVxjhmmWF6hMVcpmdIzJ0dnvV9X7XY00ZPtrEikZTibMTFnuZdkIMyTqLOPTMRc8MKcsCeM9fCnJiwBzPZuami10w2+TZn5q4U27Hf4vVoUtS/un0VI/kRL+rDhouH0T8gS53irquNAQw2F8h+r42HTpNCQRTxDAg4cxOcmWvU9R3FmZsSd0WYWyJY3AH0ThMg3Jlry72qS2SQxiyHOXOFNbXpNpXzLgHLzlxxZq6By3ZpdwlHRo94/9tk3iKzf3SOdtk+JDRmORMes0zrTxpjllXrBxAeswy0zy3RmbmSe3XLbWnTarpm5moaQhKdcxyIWTZJ4hF/l2oNjft+bdJQBnS/Z7rkk+D9QyWA24gt1gkQuUxOuYaX62WsllZ9MxS5qG+HsLEqqpjl0FQXTSOgjbmyOtFVNr4obH9l0uAICKlXMT1b0zGHCoOBFA0HjnoUS2C/3xWzbGEMDtD5rKsajoJJPCazgAHzmOU4r8dmq6luuJUIaGGjwkw+Z7acuVQjk4m5uUyuaw2h46HjE2Fnrh1Unx1xfJSMp1efBgDcPXO37/smzlwbTTzamGXFnqJUL2E4PyytFwfd/bLPsFcLiblpopeZuS23hQvrF3DHoTu6XyM8xwDyvaMNQxPD3KywmMv0jGxWHaBe7Iv1InKZnDxmae/G5cJtu32ExZ7ibxd34hdzdd1eQHdBzkjMNYxZtuHMDSvIRXFCBrtskxSZgM4MZ9GZa1KoubJ5BacnT3sP3jZcPEyImCtx+7gwiwHUxUHFXQABos/dNnLmkjCY8MxcXVG/H87cpITBqNHYgEHMcuChM7g+2rgWAf25SWOWw5wjwYJc0s7cvfENYoHHxGW7VFzCkZGOmMsxy3YwWfejRPYGm3hkRZA0xCyrIntV6wfgT3VR/d6B3EDsjWc6p60nDEZweZo6c4F415CoMcumzZuEag0lkSkpMVf2OTtQztxGFVknq2xQUq379AzpE3PZmWsF3Xone89CRSaDRkBbTkhA35Tji1kO2V85jgMHjrY5CUh+DZHtsaqNKgZyA8qm2wPjzA08o5k6c00ar4CUOXMb+qYJkwQ22zHLYwNyp21wDdGJuYC8SZfpL1GbeIin155GIVvA2amzvu9Ts5auSdlLLYjx2Vobs6zYU5CYKyM4MzfRmOW9ZhOqUYiozFrzW/OoNqtSMZfMCLrGp5H8SOwiNcPcrLCYy/QM3SiDNydVxESpXvLmHwYRHwyCzlwapk5xuHGi2yAA3XPPwtyr9JrQmOXCmJWZuaEztFzzTn2TDmKbM3M9Z+5ItzNXtWFsuS1c2bqCM5NnvO/ZcPEwUMbPAt1uH7outc4Rg5hlr6ifIoeWiTNXFAaTnJmri9vsyZnrhBfkbEQLGbmpFTHLqiIePXSqojxtxSx7LgTJ+yaNWTZ0juiaJmw7c8cKY773Lixev1wvY7u67XPmcsyyHYzW/YCDVVcoFwvEDhypIEXXso11XzeiQ9YIqI3szWSN4jaTnJnbizBIv4ueIRITcyPGLJs2bxJhzty4io3e/cwxj1kOa5YLvkeJzsxtVrVOMtW6P781DwDszE0A3VgKqTM3RGQycuZaaJjTzcwF9vb7YsyyQfNmxsl09sSKz3Dcz9ZhUe37mW+ves9sOc9Czy0gWBjHLO/Fv6rqR6mcmWsas9xQN29SXS9uR3VYzHIwkSFUzNU0/jD9QSvmZrrfM+LZtWdxbupc17XsxSxrPsM26iG6ZqMwZ64M38xcxX7b1nN1L87c8+vnAQB3TMvFXF1KGf1bca8fDHOzwmIu0zP0ENEl5u7jRka5+uJiPzsyi1wmZ8WZa9LRLhatqBgS1qmvi0gFOs7cOOeDmThzg7G2Js7cpDujiZXSCvKZvBeXLB6TasO4tLuEWrPmm8tBmzN25saLrlM/ODPXdDY1oBeZvKJ+gg6tYEOIaXGH3P26OLkkY5Zlc46NY5YNZubGWeAxKVxFduYGYpaDvzufzSPrZK24ELJOVtpwJI1ZNpzpRgWppMXcjcqGL2IZ6JyXct0vLgEAjo4c9b5nMl+d2T+62YleU1mUmGWaMahYG4GUOHMVkb1hjYC6IirQvm/Eue67roum21TPzFXELOvOKy3O3F7fs/06c9Mas2x6XoD6erTlzNXNUlWt+8+tPwcAvuZNdubaQZfgpHXm7mOWp42YZV10JNDdEGI6Kz3MmWutISSCM9f0Xq1KdSFR0NroEU0ctLgehDX9iAaGNDtzZU37utmfgFnDrbWY5ao6ZlkmMtHxyJy8QPh8dWb/0DqmnG8vEdNbbgtXNq90uXK914TELFudmSu5P6kivIv1YrihSTOSL5fJoZAtWItZpvtn8Dhlbvbza3tirixmOROIWZY1hBRGrNQLGOZmhMVcpmdK9RIcOMaD7U0iJiiKQbyRZZwMjo0eszIzN6yo30vMsjj8XTcz14Ube+EqtLgTISqP3medKGd1Zm5pBTPDM74iYljX/TNrzwAAzk52No2eM5dn5sZKrVlDPpOXFn2DD51UdIxSIE6tMzfQEGJa3NHF71iLWdZ0ncsKxMYxywlH9u7Hmaubs9t0m1on4lB+KHZnri4iVRuzHFJENZl3aWPd36xsdo96CCnQL+22xVyfMzdEAGb6g0kTj7gPCTb3qV5TbVYTL6IC5jHLJo2AuUxOW0QF2ucW5/0szEEse89MXZ7099C56tIYs6zbh0Rx5qYtZtn0vHS/29bMXF38rmq//62lbwEAXnjkhb6fB3jdj5vIzlzDpjJdI6CNdT8sOSG43zdJZBCbeFIbs6xoBDRx5qY+ZjkgWIQ9o9G6qRNiADtJZVGb9o2duQbpSbZillXO3OC6T+Kvypmrm9nK9Ae6blTOXNkz2tLuEqrNKs5MnJG/ptXUNmTYdOZqY5Z7dObqEtCG88PxxywrUjcB9f4q1Jkr1EI4Zplh+guLuUzPlBtlDOWHugoAKgGtWCt6m74gYkyNbLbszPCMNxsvTsI6NnuaoUUzc0NilgFgpxZf1LJJx2YvM3OTfpgm1kprvnm5QHhR/++f+3sAwPef+X7vezYiGRl9fGbwoTOKI0bnGEyDM3dfc7db8rnbNmOWo6whleb+Y5ZTIeZKHmB0ThPxNbqu/uH8sJWZuWFCjHhu9WYdDhylAOw1TTTDZ1PbilkW0xiA8CYecmidmjjVeQ07tKygK+rTuh/ch6iuRcC/D1H9nM2YZdU63su6n8vkOu5VRdzmQC5eZ27Y6JH9xCwTSbn7Y4lZNpmZm0t4Zq4sZjkkiafLmav4m6XZmfvYjccwOTgpX/e5qB8rOkFMJqoYp7ronLkWYpbDZuYGY5ZN9/thTTxxf856debqEobCBHhrMcs0ekTTmBolZhnoPKNpxVwLze1NVz0SQdZ4ZToKR5eiQWJp3O+bLjY5l8kpnbnamGXe78eKdla6wpl7efMyAH+Chu81Ic5cG0llumYjWaMLsP+ZucCe6BlzHLE2ZlnhZj+/fh75TN63tyLEZDlAH7McZzolw9yssJjL9Ey5XpYOSKeiU6QbmeAQkome4wPjXldenBhFpPZY3Kk0KsoHvsTjdxRRefuNWfaKVs34xdyd2k5Xx2ZYzPJnL30WM8MzeMnxl3jf45hlO9Sb9dBOZ8+Z26eZual0aCHcoUWdjYk7czWFAlmBWDdXBjBrCLERvdaTMzcsZpmcuZqZakO5ISsuhCjuCtNEBnpvZZ9hmzHLxVqxq1ijirkivn7t6wDgW/d5dqIddE0QsphlF6523adru9asJR6znMvklO7GYLy+5/IMuafpiqjAnjM3xvMySasBou0dTeavpqGJJyjEGI1VOUDO3Egxy6bO3JTOzF0treKRa4/gZXMv831GOV7fDtqivkRUCRs/YjQz10LMcujMXKeH5s1MNtSZm7SY28tIhK4knsC1kBpnbuB6NBFzSbBIQ8yyzowAKJJ4NEkHgDAzV/L5tRWzHHX+aqiYqxATmf5Ra9aQdbLSxgmZAA8AlzYvAQBOT57u+m/ezNxW+MzcONd93f1pv85cXZ3FijN37+8mq++rnLlXNq/g9ORp6XGLjS6AOmZZdO8yDGMOi7lMz6huTL3MzA3OCwgu9rbEXN0GAdDMPTMQmaqN8BhAG8VGGbJZKqGxa5lAzLLkBk2bbhtxm7u13a5Nu6pDDmj/PR5fehwvOf4S34M1xyzbQffgH4zsNXUxAZ2NqNSZm4KY5V4bQrzUAsl52XTmqgoFqpjlQragPLegu0IX1R5nN2ovzlxdfLL4GhobIFtLbcQs6x4MZTHLphGpngM+oWhsoH3c5UZZmviRy+SUhZpHrj2CiYEJnJs6532Pnbl20M3MDTpHTKOIgfYaolqbbDlzddGZwbhNkyYenzNXJVTHPDPXJK0GiDaiIy1irknMcpwzc+Na+01n5nbFLOueYwLFWNXfIK3O3L944i9Qa9bwky/4Sd/3uYnHDjRmSLYPkokq/XTm2lgfde7+qGuISby+LTE3dFa6ay7mBoXB4LllM1kMZAdi3zfSHk/3LBN1FA65eXXPSKmMWd6rSymf0SKkJ8Vd56m1NGKuZA0xcebK5n8y/UO3Jigje3XzVwPOXJlIbDNeXzUDHuh+lqw0KqEO+LCodhuzZXtx5u7WdrsSsghaG8NiloF46zwMc7PCYi7TMxSzHERVFNUNf++KWZY4c2vNWuwCm0mkXNTIJHGWp+qBz5bIFBq/E3DE7Ddm2XEcDOYGYxeZWm5L6tDSRag9u/Ysqs2qb34W0Cn8sjM3Xmhmroxg3KbJzFyTWZ42YpZDO/UVDSFhnzVd17eNTlSgh5hlzcMLYOausCHEhMWu6WbmmjhzVT8zlBuyErMcJsCL66NpE4/3OUsoIlX8/bJ9Rdbp7tQHgK3KFh5afAjfe+p7fefpOA4yToZnJ8aMzqGlitc3mZXeaDWURSMbaRuhYu4+Y5Z1qS421saowuCBEHPjiFk+CM5cWcxyyH5fPK98Jq/8TKZ1Zu6TK08C8I9UAbiJxxahRf0YZ+bGuccKnZnbY8xyWBNPGp251YbZzNwwYTDugn7UUThhI1WAjjCoa56kv02cqQVRm/arTXVjDBAuwAP2mol1aUiyNYTEXBpj1vUahTDF9A/tuq/4+z+99jQA4M7pO7tfE5iZm9T1qGvikdUdqX4TllLmzcxV1CKG88Oxx5lrxVzF/iosQrrltrTPErYi9hnmZoTFXKZnVDHLsk7nRquBWrMWOi9ANReS4nPjdudG3eSbuCtMYpZtzfIMK+70NDM3pIN4KBe/+6xcL8OFq3Tmygr0jy89DgB4wZEX+L7vOXN5Zm6s1FvmMcuRnLl7hRvZ706DM7fXuduq1ALAXgNCs9VUN7ooYpZ1Yq7JGmIrtUD17wPdnfpAuKtLdOaqfsZGZFLUmOXQ2Yl7D6qeAz5BZy4V/aRirmIe1mcufgaNVgP//M5/3v0ajl2LHe3MXEfexGMqDKo+Zxkng3wmH6/oqSniAup1P6xxItSZa2tmbphDK3BuJtHYRFJrSNSY5Sj7ECDcmXugYpaF+77uOrchWPTizL20eQmFbAHHx477vi97Xn3/V96PV/3Bq3h+Wx+RjU8ienHmik3S4v8WsRGzHDozVxGzHNaglPqYZYUzV7XmAd0CvCpuM+mY5eBIBF2aiPiasJhlG6kFvThzTd4z3efMlphba9aQcTLqyN5Wt4EEkItSgFqYYvqHbk1Q/f2fWX0GJ8dPShOXqBaiG/9hI5FB17Qv1rOJ0LEBhjNzrcQs79XQVGYt2XN1qV6S/jzgHxNGvyOIjXFaDHOzwmIu0zPKmGVJpzPdHExillXOXCB+MTdsPphq7pm2uON0HjqTnqUSNWbZKN5QM0sFgBVnripOJ+Nk4MCRbj6ubl0FANw2dZvv+zwz1w66js3gQ2eUmbm6yF5bcZuAeUOIaXQjNbqoHPBxx226rqufmSspEIc6cw2i2tMgwMseOnUOQyAgwKucuRZilo2KOz2s+17MssaZG/e5UbFG+dAvKRRQE88rT76y+zUKAZjpH9qZuei9iQfQF1sHcgOxN4SoBE+g2+VpGiEdtjYN5gbRaDViK0qGzsyV7B3DGkJS48yNO2ZZUbijoldSYm4wzhwwSGRwzMRc+lvGGrPcw8zcixsXcWbyTNd7J3tefddn34UvX/0yVkorfTzqW5vIzlzD4rdJI6CNuE3TmoFpA7ipMzcuB7zxGiKcm8k9EOisDap1P/aY5ZAknuC6bxyzHBKRamNtbLYMntECDbdGztymWoC3KeZGcXnq5rWqXsP0F51bX5WedGHjAu6Y7o5YBjp7Yt36ZCuJB1DELEv2FPT5CRstRg5WZcxy3kLMciOaM9d13dB5wJRaAChilgscs8wwvcJiLtMzyphlSaezLg4RCMQsp8CZq5sP1mtxp+k2UxuzrHJXmDi0wh46h/LxR4mSmKt0aEkKnQvbCwCAE+MnfN+34ZJm9mKWNU4qoPeivux/A8LnLGGXZ1SHljiPKammCZNGF8BfKKA5aSpMotptpRao/n1AXSgoZAvK980351hxnduIWdY9GMoKcqazE3Xxr2l25j638RwA+OblEro5u0x/0Dlzg9ejSROPz5mrWBuB9jqS6MxcRby+6bnpZuYC8e0dwwrfqjWkX/fqOAvfsccsh83MjWntN3XV+WY4hyUyCO+/Lm7URsyyrqgvW8Nd18Xlzcs4O3m26+dV8+0A4MrmlT4cLQMYCDGB94zWs7AZg7pn9lwmh1wmZ8eZqxkZc5Bn5kYZq9JyW8r7BGAmwNuIEe01Zlk7D9jJJu7MbbktuHAjC/Da+OgoceYxN29q3f2ZbmEwbIYzPVcTu7VdrJZW+3OwDIDoTTyu62KnuqOcvxqMWU5q3dc18chq4PSZVzYnGc7MHc4Pe0mXcVGql+DAkR6rauRU021qzVq0NgLyZwmOWWaY3lFXHgQ++9nP4qMf/aj3v7/yla/gQx/6EP78z/8c9Xodm5ubeMtb3oLXvva1KJfLeOc734lCoYC1tTX87M/+LO6//36sra3h3e9+NyYmJrC+vo73vOc9OHPmTFznxVhAGbMs6UoyiTsB9mKWE3TmmhZBiKgiU1pjlpWd+gaFxjAxN0lnLqDu/lvYWUDGyeDo6FHf9zlm2Q71Zl3Z3NFL3GYwBlAmsuUzeThw4i3qu+FFkGARFTBzaOk+w7GLuVTUD4nb9J0bXG2nfrAhROqmTqkzN8x1TO+ZrgAxnB9GvVUPFYL2Q9Q5x6azE72YZcm50d8ldjFX48xVxW0+t/4cjo0eU7p5eWZuvOjmngWvx347cxOdmdtjvD4RlupSbVSV++v90IswGEXMdeBInyPovYxz3TeZbx/5PTNw5h7EmGWTxgLATpSoLmZZVtQv1osoN8pde32gWxQUBfYrW1fw0rmX9uuwb2l0TW2yoj59NnQRnd7XTlbZVDeUG7ISt6n67Khilve77icu5vaQ6hJs3pTtAUbyI7ixe6O3gzaErjVd0764Noal8AD+htvQ96wV73sWNgon0n7fQICn5+rEnbmS9CSTOcfEC3/3hbi4cRHuezhev1/08p65cLXCYNNtauevAvHXQ3Tro2dOEp25lDRhOjNXsTaJjdK65539UK63jVqye6qsFuIlb+bUztxas6atIXHMMsP0jlH18Ad/8Afxgz/4gwCA5eVlvOc978GNGzdw9OhRvO1tb0Or1cIb3vAGvOY1r8EHP/hB/MAP/ADe9KY3oVKp4M1vfjM+8YlP4Jd/+Zfx1re+Fffffz+Wlpbwcz/3c/jjP/7jWE+OiY9mq4lqU1480jlzVZn6vpjlFDhzTWJqRFHGNJ4sqeIO0ENR37BTX+fQAtoP02vltZ6O2RSdmJvL5KRd9wvbCzg+drzrb+IVEdmZGytRnOImLibxc6bsknccK3GbQH9jlnOZnHeNqz5nST68AOoCcZjjGNDHrtmIxjZxHQdn5obGk+09dGqduTTTrV7G2MBYL4ceSqPViDTnOOw9CzbxSONynbZAk6gzVxGz/Nz6c7h39l7p7+OY5fjRfdZVMcsm1yOgF3MHc4OJNcsB3et+1HnAYc7cuNZ+k8I30FtUO9AuTsneX1vzBYE+xyxHcObGLeaGuql7EGIAvahBf8u4ZuY2W+15eaq/rWy/r0uGCj6vPrjwoPffaBQLs3/CivqA/xqk/V6YkwnQNxfEnQxFaTmqe9R+526nVsztZe62Ey4M2ohZNkpPcl3jn6fXeEKMYt2Ne554lPoVEZrEY5DA5jiOlab9qC7PMGeu6DKsNCq4uHERALBV2cLEoNwZykSj1qwp6766e7WswQ/oduYmLebK9kJePVt4/gyLWTadmUt7mGKtiMnByd4OPgRdZLLMmUvvmc6sJTpzOWaZYfpL5Jjl9773vXjPe96DL33pS3jta1/b/iWZDO6++25cvHjR9/3BwUEUCgVUq1U89dRTuP/++wEAR44cwdbWVtfv/sAHPoATJ054/7e7u7ufc2NihG6SqgHpgL8ryft5xQ1a7EpKdGZuxEg5U1cdoSpA2HCfaedd9hCzTL8rTAhJ3JmriVmeG5uT/jwgj11j+kfTbWpnFgGdz1e/PmcAYp8ta/JA3UtxhwpSiTlzw4r6EmHQtCFEV9zJZXJtN7UFAV53buJ7BrSPOWwesDc2QBWvb2mGc5SCnOl7ppuZC9gpymln5ioivNbL6zg8clj6+1QCMNM/6PMgK3537a8iCp46F0bSMcu9xOv77mkhjYBxnZuxQ6uHoj4g/+wCnfM9cDHLJjNzc/HOzKXjjJKiEVbUF39fks5cE5Ev6MzVFRuDLpr3fel93n/jmOX+ESbEAP7id6VRQcbJaNNSCK2YmxuKPW7TROQjoq4haRVz99MQoovsHc4Po1gr+n5vvzG5pwXdq0D4exb2e+k+E/t75pjfq8P2+8GGW9W9cigfrwMe0Lv7ZfH6oWKuUBv68tUve9/nJp7+ESrAB12ee2t1mJhICWiqGpKtRAZtzLLMmavYt/hm5mpqtTZGGGnFXMl7Fibm0jxxr4Ykec9oTxx3VDvD3IxEEnMvX76MgYEBHD16FOvr65icnPT+28TEBNbW1rC9vY3R0VHf99fX19Fq+V0tzWZ3weztb387FhYWvP8Tfw+TLmjBlcYsa+YFmDzMpdqZGyiCRH0wU51/0jHL++myJdIwMzdKzPJ2dVva2SbrqmP6T7PVDBcGg85cnQPeoIgKtIVeG5G9qnPrpUCcy+S0UcRA8s5c8WGEMO7Up9g1hcvT1numFeADxaWwmGUTZ27S634v8foZJ+OLVFOdmxUxt6Ye36Cbw6d66FSlODD9Q1fcCTbxRJ0rGxaznKgzt4d4fd89LaQRMDZnrmGDY5cwqLlXO47jrf2qUQs2ElJiiVlOgTM3bL8kbeIJidsEOteA7jqPe2ZuWFFUVtQPdY4I94rl4jJOTZwCANwoxhv3eiuhnXcpaQCnKG3VNWzqzLWxL9Y1Ealilvd7T0tazO2piSfQvCn7u40URryEtrjQiQqAuuE2LGUobM6x4zjIZ/LJu6kjCPDee6YR4AE7Tfth7v6oM3NFl+GnL3za+/789nwfjpYB2p91bcyyypmrSnFMizPXVae6yGqI3sxc1diACDNzgXjF3HJDPkIR6M2ZSw1Numhsb+52zLVihrkZiSTmfvCDH8RP/dRPAQCmp6exsbHh/beNjQ3MzMxgYmICOzs73vc3NzcxPT2NTMb/T2Wz6jl6TPqhBdd0Zm7YjYw2k/VWHS231bXYp0bMVRQbjR2DCbkrAMNY2x42+YTu3JJ05soK9K7rolwva2PCg7GqTH/ROXODBeKoDi1tUT8bf1FfN8Mr2PVtWtyhBhpd00TSjmNAErMcIgwCemcuYOc90/37yphljQNcdOYqzysliQxRZmgB7XMLc7UN54dj77L1nLkSQUi27uv2LYB83iLTX3TNDcHrMWoigy7+1UYiQ5SY5b7vHWNaH3spEJusIfT7ZHs24ADHLEeYmRvX+hj2uellvw90nu104pU1Z65mlmoUZy7gv1dUm1VMDExgZngG13eu9+uwb3l6ceaGJZ8QYU7xWN39Tb0zd78NIaq/mTWXZ4TRTKbOXN2oBZq7GKdYEXUUjlHjlZPVnheRz8Yn5obNEVUJ8CZjwsKe0WzUeXQNIbJntCjO3M9d+pz3fXbm9o9as6adb6+avxomJprMzI1TGIzszA1JFOmamauojXlxxPX44oh7debqxiiKMcsyo4M3coqduQwTmUhi7qOPPooXvOAFAIBXv/rVeOCBBwC0Xbbnz5/HuXPnfN8vFttRKYVCAc9//vPxyCOPAAAWFxdx+LA85o45GNCNSfawJXswo0JT2Mwcz6EV2LCNFdrzBGOPWTaNEoW5mGvyYBa3uwIwc2hFcVeQQ4tQndtQbgjVZjXW2CQSc5Vxm4HNR71VR9NtSjcfwdg1Jh60ztweHFomjhhgb3ZignGbwa5vU6FaN7MIsBCzHOLQksYshxT1g3O3daJnokK1LGa5ERKzLDpzw2KWLTQXyOglkQEIzKdOgTNXte4Hi/q6RBGAY5ZtYOTMjTArPdLM3JjXfdXaCGjcPobnpnTmJj0ztweHFtBZN5QxyxYaXWKJWTbYh8S93w+7tnrZ7wOGztyYZ+bS7+3F7WNSoKT16ejoUVzfZTG3X9Sb9dDn/2DxW9ssZ+jMtZHIoGsiCjpzIzcoKfZX2UzWJyD2G2NhsIf5q2Exy0C8sxO9ZxldelJEAT7jZDpiriLmGIi3uaCX9CTTZzQvZllxPSbtzA2+Z2E/D/jvFSulFa+xbGF7oU9HzIS5qbsabsNilgPOXNW1m2RSmXRmblgN3HBmrhVnbr2sFWZ7ceY2W52YZdm5eTHL7MxlmMiodxwSxGjk173udfjCF76At73tbdja2sI73/lOZDIZ/PRP/zTe8Y534MEHH8TGxgb+w3/4DwCAd73rXXjXu96Fj3zkI9jc3MR73/ve/p4JYxXdjUnnzA27kanid9LizA3GUvbLXZF03GavRf1cJucVxFTvrRgpp9og7BfdBlAWvxPVWc70H+3M3ECBOPLM3LCY5STjNvfp0Ep7zHIvc7e95AbN+njgYpYz7W5U2dgAIi1NPF0FuZCifi6T894PZRNPfij2Yjg9RMqcuTJh1lv3dRFevO7HSpi7AhBmpfczkSHmdb/ZUjvggW5h0GgOnygMpnRmbi/x+uLvC4tZtjEzt58xy+LvUt0fMk4GhWwhtnU/7NrqZVY6EHFmbisZwSKXyUV25ooFylqzhoHcAA4NHcKDCw/267BveWrNmlqYdLrTkA6MMzfmmbm6e1qcLk/PRaWJIgaiRbWbJPFQc48NZ65ufYyanpRxMqFRxIAdMTf0PYuSwGY4TmswN4iN8ob0v/WLWrMmHY0FdL9n9POqZjHA/9msNqo4OX4ST60+hdXSat+O+VYnLJFBda9WPaPR/T2szmKrHiJrCNE6c0PSKSmOWHVutF+Oc33UjkTYq2u4ruutJybNcj5nrmxm7t77HXdDCMPcjEQSc//u7/7O+9pxHLzvfe/r+pmBgQH8xm/8Rtf3p6am8Pu///s9HCKTRnTirNSZaxgxoZoL6Ym5tXTELAdn5mq7UQ3mnqUxZtk0Ko8KYqpzI8E0TjFXN0dLGrdpMPOZY5bjpSdnruHM3LCYZXJyx0HYQ0bGyfiux6gF4sRmxITMAlbFrunes+C56ETPuIUY2fEQMmdupVHRNg2ILoRQZ27C635wlqfp7ERAH7MctzOXrndVQkiUdR+Qz1tk+ovOoRW8Hk3WfRMXE2CnISSsiSdqUd/ImZvwzNzgvdqk8QoQxFyVM3dvbbQRs2wSIS0Wi02FGJ0YNZSLbyxC6MzcXmOW985N50T0ZubG5cwNEeBlcZu9OnN3a7vY/f+z9+9hkmR3eSD8RmZWZWVVdVdXd89097TmPpJGSAgkIUBrYRAX28CHbOQPcf/Aay5eY5ubgeXDa/F4vYC9ht21P9h9BNi73O19sJENFixggw1IsoRAIKwZjeYmzWi6Z/reVV3XzPj+qDpRUVERcX7n5O+NE5F1Xj16uqYqKzOiIuJcfr/3sr1WaQUeIYdNVQccVTJJ1leARZnbwLhfm5k7JSGkbi/TBpWnTzRTpvIsGUeaUJ5JonCciVe9Pja3N7OvqxDymlW5aFTt6YCj5xLUZrlm7VgkywFuNsubu5s4v3wej115LDZzlZCmae01KNtvGcJtHfEqRWpdb7NjpwyJp2wMKSMn2Qjr5nd2JjtIkdY+ZwBXwVr3t82fm/napqY2Na+6OkumzI02yxERznCyWY6IMKjLwDUDfJ5xZVXmWmyWF+cW0Ut6fJtlqZUo5MoRF5tlVsNikk5Ks4gNfPJvAFkDjZ0PBgiK+hUZD1VKXgCxqE+Gdmau1GY5uDLXI4dP0rBYGCxkjFUG6ixygApCiKUxWHyvujGkCWVu3f1YLBBvjS02yzm3ibprBrTPkaGOnATI7scmmrm1pLISZa4k2ydm5nJRp9Aq3o+ujgw2Ze72eJsW9+Bqr+/aqG5tZm5F9IhtDDGvq2qUmc+j2iyPqwtywFG3CVeb5TosDBaCZeZWuWjYrplEmVt029CGj4uGRJlr3jffzAWAy2uXVY77uMOm9gGOKpnq1lf56x+qeQYIMnMTdyceSc3A/Cx0Y9AnM7dOmZvZLBMzIcepwEVjGptlizLXEFK04ZVvb9mjuShzQ9osF8lyttcDhx0ZtsZbWJxbxOpoFVc3ruod9DGGuR/rHBlcCbf5fbVNmcusOdbZ61eRkwC7MteMIVXryCYca+oISmUxdBKbZXFmbrRZjohwRmzmRnihzmKxdGNmmchsNstJkuDk8OTM2iznrYgZsCnPfCxSi+8X6twAS4Zz2YKxxm4zZuY2g1plrkeBWGyz3AKF1jQ2y1UFruBFfQ+r9vx7JUgq74dhn9+ALx5PHmW5Z1YbwOQgD7hSmdtALmSdZZOvI8OhzNwaZe7uZJem0ALqSWVldpt19vpAtFluAjuTenUF4L++qlMMNmFH7DLuO0cHtDQz18caGziYp6pslpMkCW6RWhwfXZW5dWAWv23rpTLyptSJB6hXwCdJgrneHL1hUfWsl7loiJS56WFlrrHzvLl1U+Owjz3qCsRl65DN3c36zFyhAt6QeFioa1IDfo3BLihzfdb7kszcJmxEfQm3dcSrfDO3jtDDvGZiwm2RxCN0vAKqx12m04TB9ni7toHm3MzdJ/qb/dxwMMTZxbNRmasEswaoI/H4EG6BvWtb95yxye11JJ6ysdEWS1R0Lah6bzMnspu5lcrcEudNs6+umof7yZ7NsigzNypzIyKcEZu5EV6os4woUzbalLk2m2UArWjmVtksS4s7toJcqNyzKts1KVMfqM9OBLiMK3PflCrFS3I5JDbLUZnLRW1mrod1o9Rmeb4/T20wsRValc3cPlcBb3MtqMxfFTbg5/vzlX+D4SBwZm6hQGzmM4kyd5JOqu2jG8pKt14zh+IOULBZrlLmDvh2eTZSWSXru6ZQEMd9LuoKclXOJy5jSBXYz5qxbqyCT1Hfxfkk2NrRY00MHBxvVTMX2LtmdAVCTSPGK1bFQZkbLDN3SpvluvUNEN7+tVjUl1g3Fm2Ws2gf8p7zOEDqDHWo+L1rcT5JZM1ccy8Gc2SosNeXNtDqxqc2KHNd9mhFZW7Z2jFT5m4TlbmT6r0n4Ee86id9a8MG2Lueoa2xXdTUrspc1nMG2ImARRKPVJlrmo4LgwWcGZ3B1TtRmasB2/1YJ7SoI14Be/ODTZlrXseAa2xdXRQccFSZW/Xe5n5uwrGmDFl9Pz1a3687t/FkXOuA1oSDY0TErCI2cyO8IMrMLQl/F9sslyzym2jm2lQIVYrBaVm2bJvlbFGV6LFsAdm5NaHMrbNZLsvlqGPql214InSRpmltVk+lMldqSVnD6J/r8zbTgCwzdxqFlk2Zy3rOfGzXbGofp7zLFilzbRnwwOGxNqQyV2Kz7JqZm3+/KpWrGVuZmzNXm2WbMrcsXz1CFzvjHavNsktj0LmZS3rWbGNdpdqnrlGdG0Oqxprgmbkea2LgYMytyswF9q4nc9y3WaR62SwLlbnMTDfbesnXiUdiswzszeUswhzFZnmf+LM72cUknWC+P4+V4QqA2MzVgNgZqqjMrcvMzZOkLU48AGhK8br5DCixWcZsKnNdxsY6ZW5Tmbk+hFvbuWVZwDX3QyuumYMTj0tmboqUure2RXT4KnMzMUB/iDOLZ3B14yq1KX1ckK0dK+o8tcrcKvckUyu22Cyb32fWQ6RxMUC9ixQgcy0A+DbLaZrW2tCXibUkquNJOqnPzI02yxER3ojN3AgvmAmnqogKlCtzK8PfeweWlECLlbkVtmu1LNvEvunMGjHjFjViBEV9ieq4CcaVps0ysM8ki0V9Gsx9RsvMrSnuMC0AAX+mvrS4U7XJaaqZW9mAn9Jm2ZZ3SbUittiTFdU+deQRA4l6tSllrqsjg4vNctUY2kRRrtYhxEeZW+LiEKELW+4Z4La+ktosswlzNkX7EbWPYE6TEJRaY6/vYEWcx4n5E5U/a8JmubYRU1SfCa6ZdLxrwma5UplbQuJxcWSoe86A8IrBKptlmyNDnhxklLk3N6PN8rSwrh1L9p9b4616m2UHZS4QRqEFHL0fpSpPg7Y2c30iESSZuYbcw27mWl00SqJwNBxCmrhmUpI0YHdPclHmAlxnKEO0KUPxmo0nY4zTce21MPs6MzYsDBZwdvEstsfbWNte0z2BYwjbvrouM7fORQPYt1muIc6x6yF1ER1l5CRbw1OamWv2uqGs2svEWhLnTUOWA8rPrZf0MN+fp1u1R0TMImIzN8ILdSwj38EeyDVzK5S57I21eAPjqcyt2pw2seEsHkseZYxNLWVuEw2LPLOyCFebZSDabbJhVcBXFIi1NtN5lqA2GKzvNihzJQ1PoMRmuaZAnC8K21R1QZW5hYJcfvNfBQm5gK2qm6QTpEidstJTpHZ7/dwmumrTbQrnTLu8ug1ymSODNTM3jvt01I2PxftR016fPT7ayG++ah+DyjGkJZm5rjbLBhdPXqz8GT3vclyfd+mjFJcSThcGCzQVgu25Kc1Kl5A3pcpcImHOKH7rxhBXZa5xZMiTg6LNsh58VJ7b420xWa6u6csufksyc6chb4ZuDEoJ4KL5LNeIAcpJIZnN8g7RZrlGeQYcJdy6Eq9aa43tUedJkuTQfqDqvbPMS9KcZuaTOiJg/prZXg8cNBPz9aPVhVUAwPXN6yrHfZxRZ6trvl+5R6sh3AJym2UWuaAuoiMbG5EjJ1lslqWZuU3Viitzjj1jFPOZuVX3w2gwijbLEREeiM3cCC/Y7A2Bgg2DmchsFhMmS6VkIlmaW8LG7gbV/tZqKVco7mgVG3tJD4PeINgiHzjasHBt5oa0EjULu7LrVmezXLdgjDbLPLhaN7o+ZzabZYBnuyZi6pewvmsLBUn4Zi5D3e+izB2nY2oDvng8eRSt8uoyug0k4z7b+tVmc6VB4qlqjLKLqOa9EySl162f1JB4asb96MjARW0RZEoSj82qHeA9azaFS6XaZ8rogOCZuVWRCBZCiMF9K/dV/my+Px/Mgh7wI28uzy8DAN70sjfVfnYTytyqa+BtsyzMzGVGWWTFRge7TZHNcoUyNzZzp4erytPm5AV4KHOJ46OVvOm43pcSlOb789R9DCB34pHMZ5kyt6M2y9K52nrNSBb0NjvzMmWulgMbW1FdRwAAjmbmZmN5z26znHd2O7VwCkB0ZNCA7X40JKr8+GizWTbvtbm7KWrm0pS5NREdZfvqLJqp4vmRZuaa3w9VK64Ta9XV9yfpxPreo7lRtFmOiPBAbOZGeKEuM5ClzDWLfKYNg6/NsliZW7M5bWJj5rrplDL15/vzlRudppS5VRv6OpvlOiuXWNTnwVuZO6WdOXCwuWMuhq2ZuWWFgprid348DN3MtRFdfG2Way1SyY0YiT1Z/rxENssCq7zgFqklDXiR3Wbu3KrG0CZIPMayt+x4S22WJZm5UZlLxe5k10ricbHXdyGEALxnzZqZW1T7OGaltzYztzBXS84rD1szl0kGmaSTWqs+n/X+Fz/yxfg///L/iV/7ml+r/WxmM9f23FTaLFsa8ObvUEeaALgNCy+b5V1LM3d/vR+buRzYXF2K476tYQ8cHo/q1mHs4rc1M7eEJA04qDwD5a/aVFQ+FvSZqq7OZnmOb7M8noxrx/0i8Uoyp+X3L13KzHVd71etQ9iKajOfVCpzCyQeW80RKFHmDoZZVvrNrdjMnRa2fbX5fv66SW2Wt8ZbtVbpTdRDKgllJaQJqzI3sY+NAJ+cZHM+qRNr1dosT8ZWcnlU5kZE+CE2cyO84KzMFQSkAweTQpUyF+DaNvrYQQEOWZ41Sq5GslQshSvXor75O4mKqExl7nir1r7E1WbZLD4iOLAqBivUPhpF/UyZSyw21j5nyZSZuRWqQrrNspT1XSwUKFhjs61EJcqRYp4bIM/MtTVigqnqShrwEqa+5H5sgsSztbtVvaYosUy2KnNL1LwRuqizOKxSQmooYhpR5tZl5vrYLAvWjmxCiNRe39tm+USNzXKfa7Nsm598bJaTJME3fPo3YHW0WvvZo8HoUI6YJmzPTalCy0JGyL9eYrPcpoaFaQxVEj739wj5fe3Kwl5RPzZzp4fvvlqa5WkjSQNcwpzNqt1ZmduCzFxbA9PHtcCcl4S0z67zuNgsa+8/Q+ccFy2kbeN+/ueVylxyE16kzM09Z5JmriFv5sm5Zty/sXlD47CPNXzyV6U2y9vj7dpn2NT2mDUDl8gpI9SpagAfycytqCGZ+7mNyty6+n6KNCpzIyJIiM3cCC/UNnPrbBgsrCQz8Yay35Hmg/kqc4NtzASs2aJiULLIN9e6bjPdhN1mnTI32iy3DzbWd3HTae7L2uKOoHkG8BfDk3RSyxgt2iy7qs+q7nNzL9OVubax0WEMaYuqzttmWWgDGCpP3NXeEHCz2xz2h5WvZStizHtXWjt5KHOjzTIfu5NdsSODq3q1rqgePDO3wl5fSnYJlZkrcS0A3Ir6AHDvyXsB2FVMTDKIbX7qwb1hIUWW6UYoXlkzcz3t9c351z1nQFiXobJ1yJ2dOxgNRpXnZ4g/pcrc7djMnRau6xBXK2KJzTIzM9fmxFPWGNQgOTJrBrbjrHJP6tWUFYuk/ZA2y7V7tCqbZWncgyUzlxUZ4xqJAMgcGSS23+wmvDSXU/p64MDmN7+fy5S50WZ5athEJGXkAuOiUblHSw7GkKA2yzXjfpXzCVCjUhZm5rLrqdZmrmdmLnDQ0K66HxYGC1GZGxHhgXp6bUREBeoycH1tGIB6xiY7kwNwt6UUMYiFTSYmm11ynD42y07K3BbZLJv7rG7BGIv6PLhmeTrbmddl5va4mbkMhZakmUtX5tqs8io2MCrNXHa2rMAGMH/NbCplQJiZ25AyV9qIMV9bizv771dFhgH4dlDAgc1yGcpIPNm4X6PMjY4MXNRZHFatr7pACBFl5sKfxBMqM9fVZlna8Hzsbz1mdcdowmbZNlcD7ucmQX6+PjE8MfX75eGbmWtz4jF/h1Zk5lblbucdQvZP587OnUrbRuCAxJPfpw77Q8z35/GBT36gdp6JsMN1X61lQZ//GXN8tDlelY370siYthLAp5mr60j7WZ1nl0vatylzpyHc2q4ZsLf/rLtvfGD2MdokHnM/zvXmKl9rrhvNZnlisVmGu82yuWamAZ1X5kab5enh4+a1sbOBQW9QSfLLW7XXPT9MshxQ78hQRZoA7E4HtmZuE04TdZ9fKtaayJq5tnMbDUbUGMWIiFlFVOZGeMFZmTuxBKQXslTKJkl2JgfgbgelVZADwlomAeXZPi6ZuVVgb6aBvYVN3b1VtLKrIyMA0WaZDXEek3nOUt0CCMCzWbYptIp2UF1p5rrmiQP2ArE0Gyx0tmzVNZv2fmQrcxkN+Pz71RXIG7FZrrPXL7FMNnNQ1e8MeoNos0zEJJ0gReq8vhIrYmrGEPY6xJqZW2GvXzuG5ObHKkIGOzPXNj9VEhwtjcHFucWscFqF4YBrsyxRUwNkZS5BieDaiAFk9vrmHjOWmlVgZuaaor5LdIC1mVuizE2SBN/4ad+Ix648hl/801/UOvxjCSupbMr4opDKXBv5bRqSNGDfy+xOdikuUlar9imuWUbaL6nzmGvJtlm2Zuayco57vPtROle7xqpkTjw19Su2otqW5Vm8Zk7N3P2a4qHM3KjMnRo+bl7GRaMK+fcK6cSzM7Yrc13qPK6Zuaamrg0bWc5HmWt+J7OQrrgf2OTNiIhZRWzmRnihzjZ5msE+a+bWZKk0ocy1Nplc7KBawLKVFNjKio3STWfdIr8VytxCY1aS8RCVuTwwlLliBfz+2MJ81mqLOyWkCcAhM7dio9NUZq40QwuwFwqcVXVsBWuN+qyYMwU43I8V42PwzNySBnyaptZGjDm3uk13UzbLtpye/LnZSDzFcf9j1z6Gf/Vn/0rxiI83bOM+M8aiEWVu3fpqSrVP1Xuzlbm2hrpPdqIU8/15KglQoqY2r8v/q3FuTLs8cSMmZ2cuiVUxjefl+eXa18315sLbLKcOzdz9cb+4L/jhL/xhzPfn8XN/+nMqx35c4boO0bRZZo/7tvVSWf6qtHkG1DcsMpchAnHCatXucc0kytxe0sNoMKLWeawkHg/ilbMyN8Q1q2gyWdf7AtK+IfiwmvC2zNHiuWUZuzWNdXPN1rbXAERlrjZ8yMQbuxvWudqgTl1vrjtzHWLLv51GmVvX8My/Ths2slyZNbaZW+vyrAGBhTSZvBkRMauINssRXjAFFqkyd2t3CwkSaxGvjrFpFotNZOZK85ic7V8tWZ7BM3OLi3yL3abIZrkJZW6NQsvkohRfnz+2IvpJzMxlgpGZ62NzxQBDodUGZW6W+WKx26TaLBOVuQmS2sLVNA14mzI3lJq6atOpocxtyma5agzPjyFFspht3DcF2kf/f49inI7xufd/Ls4tnyOcwfGCa6abxJFBmlXHftYkBeJpxpC61/SSXjhlbrExKFhrSmHWxBKCiQ9SpNbsRIBjs5wVGwMU9YvjvmR9BRw8O7ZmLnMv42rZC+ztGY3iqgxFZa4ZK06PTuPN970Z7/nEe0TzYkQ5XNchriRpm+MVwFXmWvfVnusroHq9DRw+t7q/gQ9crdpdGvA29dnS/BK1ziMi3BYIjkD9ueUbO7UNeCKZ2EriKRkbXcgFdfUrdgyaTTGYvx8TJAfN3JprUbRZHvaHOLVwCgBwY/OGxmEfa7iKY4A9W+S6+J5DytyaRj2T6ALsnZvLGsT2bEozc/u9PvpJP5hLWZnziSFVS8+t6n6Y789TRT8REbOKuDOJ8EKdsrFsgjabDdtgnzF8apS5bPud2qJ+oWGhySBuRJnroBh0st+pyywKrcwtsVkWKXOjzTINVmWuh71h/meSzFyqMtdFoeWYDxa6mVs1hlTaLCs04JtQsNZmaJVY5QGWrHSBIwNbVSfdmBU3nRqZuY3YLNfY65dZyplno27cBw7+HoZ0cuXOFZ0DPuaw2ut7rK/y93Zdk6kJBas1M9dxDJE0c4G9c2MqzwB7gZihzDVjCMv6XDJXAzzVMUAu6lvmalfFscmfsypz+3PUIirgVmzc2LGrfcqUuQDw2rtfi/WddTx9/empj/24wnUdoqrMJZKJs7FR2Wa5jmCSB3MMsVq1exBdite/qhmzOLdIjdOSEG5pNssBr1mpe5LAkcHcjxKbZdZ1cyXxmH/r1lClytzhChIkeP728zoHfoxhy8ytslmum6vz7xVSmbsz0bVZlqpXgbBkuTLnkzqHLADoQZ4HvDPZOfTeERERdsRmboQX6uwKyyborfFW7WAvyVJhM/8Ae5bKNNZCwME5lGGuPxc2M3eKbJ/QylybzbJRWxlkCq26zNycmnc8GccsRUVIi/p5G8D8922os39lKmIAYWbuFIUCWzPXFFy1IS7uOBQK8j+TqOpo2bKTce3myeeaSWy/2UQXH2a0qLiz/361mbmBbZbLNtRmHVI1jph7oDjWX1q7pHG4xx5ZoSCRFQokisF84Xt1tFr5OuazJlpfFew2Jb8jLeoP+0Oe4lhYIGZYEbPV/ZK5GuCcW6YcIRQbXRsxknsx/75tUOZW2m2WzGmSAnExM9fgtedeCwD4k8t/Mt2BH2NQbJYT+/oKaKZ5ZiVvOipz62oQeTRCCBGqPEUZ8LlrVkeaX5xb5Ctza46zl/TKVXWKzlBBSDxVNss28qZEmUt2znNtMrmMIaYBvTBYwFx/Dp/7wOfiN5/8zajOnRJZncdC2i/aLNdm5rbAgh7Yt1mu+PyqbGpAkJm7W+9aAHDtiH2cT6zNXKGFNDN6JCJilhGbuRFeqFXmlqh9pIN96Mxc20ar2LBw3cDYbCmDZub6ZPsIslSaUObWKbTMoqR4PwL1Gc7m9Tc3b+LCj17AxR+7iNtbtzUP+9iCoczN48TwROXP2LZrVguvCpWnODO3Qg3ZlDLXyvp2IIQkSZL9rVqtzJ2yEVN1br2kh0FvQDsvH2a0C4mnNjO3ARJP3bqilFS2W23HDxxcs6It/+X1y9MeagRy476NXOAw7ufXNKdHpytfF7LwbX7GsFkG9pW5pOfMtUDclVxZQDZXA5xza0Mjxnd9VUdKBfYKqSlSiruNtKhftFmuVeYme+49ZfuCR04/AgD4+M2PT3fgxxiu6xBGZi6lmStYB5Y1BqXxRTZQG9XS/FXPyClb/mrQzNyie5Ik3z5HUKtrMgW9ZiVNJpc6j0iZy8rMHddneU7j6mKUueb83v4pb8fWeAv/8en/qHDkxxdiFw1Pm+WgytwxV5lrs9cP5eZVtq+21ffNudjyeNm1uYiIWUVs5kZ4YXtyOFsojyq7TcnGrE6Zy7ZxAeRMfRdGe35Srit+tyIz17OoX7fIZxf1J+kE43Rstc7Mq60yO++KTVfeZvl9z78PL915CS+uv4inrj+leejHFq52m9JMN4OTw5OVP2MqYgCBhVcJaQKQF0GqFsKN2Sw75jHZ1NTm2obOzLXZLOfhWmy0nRtdmVtFmijZdEryKc15izJzmSSemqz0svtxa1xN+gEOrtl4Mj70e5fXYjNXA752m1JHhtWFamVuSHtD4GiB2CUrvW78APbWX8wsYEBeIJaomKRgjyGSudq8DpidzNxpnzOJMhfgPGvSor65ZjvjHexMdkQ2y2aPkn/eDDHw9nYkcvqCYrOcyJq5zDFEFF+UHI1V6YLNsjgz17MWUjenLc4tUuO0JCTTMuKVZK4GWqDMrdqjVaz3pUrx2gb8PsGHbbNc5cjg46JRzMw148ifv//PAwD+4BN/MO1hH2vYyJtexKu8MjdQZm6aphin49rPL3NkAGqUucLMXIBbKzZ/r0rnkxKxVt0+HJA3qpsggEdEzCJiMzfCC3XZtqW5HJYF4xGb5ZL3Zdu4AAKmvkfWVH5StrGtWA0mn02npBHThsxcW6GgTG1lmGRV55e3Wf7gCx/Mvh/tNnVgU+b6WCblcWI+sDI3gEKL3cx1Zeqb35Fes5DK3HE6lhX1C/ej1JGhluwyGFJzPAF7I8bVkcHcY3VF/VbaLO9u1RZ+83PFL/7pL2bfj8pcHUht11ztXw3qbJbNfcJYY0nWV0WFlqQBbP5edeQkgJuZKy0QZ8Qrx2tWhybm6lA2y00U9aXkAsm9mIc1M5dImHO17N3Y3YudsClzq2yWzVrSqLci3OFrs1xrr98Trq+I6n6WzXIrlLnCtaOvMtem8gxZ5+klvSMNT/P9Krhm5gax169Q5lrrPIm9zhM6M9dH3Z8pc3f2lbn75/equ16FleEK3vv8exWO/PhCPO7n8+1tNsstUOaadbmNAO5C2nfJzB32w9ssu2TmmmsmyczNvy4iIkKG2MyN8ML2eBv9pF86MZUxd6RFkzrFJNvGBRAw9T2shVxYtkEzcwubTkl2omnK1dnastlWGWOzQmVrFg55yzdJhrO5th+6/KHs+7GorwOrMrewyHfNzK27H1uRmZsnTcAtj6kKjSlzhUx98ztShZYkM5d5bi5FfUnxuw3KXDFTvzDu267Zra1bAOptbdnjfpqm2B5vVxYFywoFNgZxPjP3G9/1jdn347ivA0ZBLo/arPT98SWU3Wal2qfmWTOxDnXkJKAdmbkUm2UyIURCvALcSDxSMBueYvKm53MWUpnrOoaYppBEmVvWzDXnGiNW/JE5hFgUWtl6X+gkZSBS5hLWIdJx3zm+qAuZuR4W9FL16sJggTafARz3pHwDt+7cmOsQ6R7N934MRZoA3LM8XdTURWVuL+nhlWdfGZ3YpoSVvFkYQ3bGO9id7MqVuYEyc22OV0C1E481M3d/nqp77/n+fDBxjI/Nsjgzt4FIvoiIWURs5kZ4YXeya7U7mcpmueS9TY4Cc5FvLe5UMIg1cs/m+/PYneweWmhrQZrp5rrINwsPo5ouA3MzDdht18w5FJW5tdmJOZvlaxvXsu9HZa4OrJm5U2bVBVfmWtT9RfUqoKjMHYcp6pepPCWEEIOQudvWDK0pSTy2cwulpvaZq4GDZu6phVOVr2FbpJomiDUzt6DMrbVZNsrcyRivPPPK7PvRZlkH1szcwrjvaq9ft77JFDGE4o5ofeVhs2ysXevISUDgzFyiFTF77SjJTgS450axAZTGqjgoIfOoW+8DXMKcjbxZXIeImrkFZW5+jjDPnlFvRbiDYbOcx4OnHqz8GZMQInVkcF1fmb9TXZMaaEf+qq81tq2ZO07Hh6KRNOHrniQl3LY2M7fMZllA3pQoc/u9PXEHiyRty9v0sf3Omrn7auL8uH/fyn144fYLUSU4BVzz7Y2LRtuVueZ460g3R8YQyJS5da6XBkzhj+tcDXg0cyv+blGZGxHhh9jMjfDCOB2LGXLmawnL1hS1y96brTwDHDJzHfLBpCxbasaDY3EHkG06N3bsFmZJkrSDSeZoC2Kav3m7p9jM1YFUmeubmVurzCVn5krymKbJzK3CXG8OCZJwmbmFhqer3aatuANwc7d9SDzScd92bm1pxJjfsSnPTDO3zv6VraorU1HlUbbp3NzdtBakgAPb7VeceQXuX7k/KnOV4Kuu0MwoDZWZ20t6zhb0Rg1os1kOmpk7ZSOmDqGJV0ccGRQtpJn3o5Rc4HtehlhbBab6TFpszGyW9/cotnE/RZrtUfJzymgwQi/pRWXuFPC1WZbej4+cfqTyZ0xSGctm2TQsVoYrta8LmZnrQ3A8ZLNc8zyyifsSEk+x4QnoqI6Dqqkr1vu2+9H8vI4ICTTTZJKSeJxslvct9PPkiftO3ocUKZ6/9fyUR358YSVvFu5H87zXRuE4KnPbROIx3y+DOS9TC6h1Kht0zGZZmAfMVvdHRMwqYjM3wgu7k10nGwZb0aRoMVE2kbGVZ4BAVedRuGpD/o3Ids1j0ylZfAH7tiAsZe5+U066yAfsCq1e0ssWohs7G7iwfAFAbOZqQZyZ66mICanMlVh4uSzyAdkYkiQJRnOjcEX9qoan0JJSYuFFU+Y62utLit+HMnPrMsWJNstWNXVJw1PSZBI1c8k2y4b0ZBv3j9gsC5W5m7ubWBgs4NzyuajMVYLNdu2I3aaDvf5di3fV/jz4+srD+eTW9t5zZrNZDpmZS7VZJhd3xOO+OTeLusIF1OxER9tv12tWR94EuOfmmsNnzq1uDWXGI6MMyhcmkyTB8vxyppKPcIe4Ae95PwbLzJU+Z44kaXOsNhJPyMxcn3FfTHDs79UTDBFDG6LM3BJlrnSPJsnMDZJzXKbMFaz3Der2McDeWjxUk8mnZlC0Wc6f3/2n7gcAPHvz2WkO+1jDlXhl6kKSudr2OqrziTC2ziczV7JeCVlPLavvb+3Wx9aZ3zHXomr/x3biiYiYVci6TBERBdQ1c6usXKa1Wc7UWUQ/fUkjBjhqAygt6tchpP0OUL7ptCkhTfHD1sxlNixcCwWAjEmWt2k7tXAKm7ubsZmrBKsyt2i36ZiZW7eZZmfm2pSNPoUCc/519yzAzZqSbkZccs/ykKg8qcpcB4WWZj7YcDDE1Y2rTscrhZip71hsNG4FdcoR9jWTMvWP2CwLM3M3dzexOlrFuaVz+KMX/kj0d4moh2txR1rUv/P/vWOdG5ponrnaLNvWV9//5u/Hb3zsN/AjX/gjta8LmZlb1TzTyJVlW7WLHRkINsttUo5IbZb/0zf+J/zex3+vNisd4KqOpXabPnO1mdeK8/Xy/HKm3opwh6vdpvQ5u3vpbnz6+U+vfQ2zQCwlSReL+rax8ebWTQDAyoJMmUvN3RaqPLUzcwGiMldA4ilrxEjyV4EWKHOVnXjMft22/2yT/asLuaBMmXvvyXsBAM/dem6awz7WkJI3fffVoW2WpWQ5ye/0kt4hQU3XbJYlJGmbMjfaLEdE+CE2cyO8UNvM9bBZNu9lFu9lBddBb4B+0g+amTsN+8+GkBsz4OimU8LYlCpzh4Mhv6jvkOG8Na4v6udtljd2N3BmdAbnl8/HZq4SrJm5DWTV0dQ+gvxV1+xEk+ljy6proplrs13ztdusU5/RlbnS7EQH1bFUhUBV5kozc/P2r4IMLYO6BjyzWQE4ZGi5KHNzNsuZMnfpHHYmO7i+cR1nFs9oHf6xhKvtmtRe32b7CnDvx6zhWWN2VCzuSPLEHz37KC79XfuaYzgYYmeyQyEciO02HQiOUrRhrga4tt+hYlUO2SwLr9nn3P85+Jz7P8f6+UxVjC8hRNKIqWrmnpg/EW2WpwDLZvny3718aC1dhiaUkC4qT8m4L3E+AZppDLra60sc2IB6NTXbZllC4imqVwEHZa4gMzeEYrDUiUdwP5rn16bMne/P0+KLzN9LGqflpMzd31/nx/3V0SoA4MbmjSmO+njD10VDuq+uJe0TY+vEToceDmw2ZSyw9xy2zWa57njNOZtjrvobZARwomArImIWEWUGEV7YneyKrfIAeTPXoGqhz2xWAJzijjQzN6T9jvmZr83yaFBfTGU2LGyL/DJygU2Zm7dZvrNzB6O5UWzmKkKqzPXNzK1DE5m5rkx9oP7ZNMzhpflwzVyxQstR7WNQl3PciDK3rrjjYQMoLVwxiS6uuWfmdzTU1E1lpVdt6MsKVzZlbtFmeTQY4dzyOQCIubkKYKgrpAhNlivL0NJqvIa0EvVV1UnAzt2WOjIwLKRDZieanzHIckAzmbmV4/4UikFjt3mkmTs8EZW5U8Cs9xk2yzZVIbNALHJk8LBZzpS5lsxcKkHJM1alE8pcS53Hxz0p38yoO7cmstKl1tjSrPSsmduGzFwLad83M3fYHx56js2zd3Pz5pRHfnxhI28euR8dnQ5DKXN966m233Gxag/ldFhW3x+n49prkW/m9pN+5XwZlbkREX6IzdwIL0hsln2UuQZVBdfhgGcnB8gaMYDbBsbGHDYIbbvms+l0UeaGtgVxyXjI2yxv7GxgcW4R55fP4/rm9cgaU4A4M9exiPoVn/IVeNur3lb7GrbNssTCq8jUB+qfTVNkbIUy15adCLdCgYEof5Vot6lur98GZa6wAV90ZLAVSL/y1V8JAHj49MO1rxv2eY1qKYknP4bsTHaclblnRntq3Osb19WO/bhCnJnraa9fB3OfBIux8LDblILZzGXYbUrBztASx6oQbZZDZeaW2SxrNXNDZub6FPXNtbizW22zHDNz/WGumfZ6X4KQ6lUAh6wzze90SZkrJQJqrolNPcHEOGnDWuepslmu+Z02ZOb6ztU2wq05VludJ6j9a2Ev40riKe4LjMW5IVZEuMO23p9WHFOnBmWur6RkuWnGEFtm7jgdZ3U0TfjYLNv2MuaabY+3a8VNWZ0nZuZGRDghNnMjvFDXzC2ztbUN9sX3qlro05W5gkaMeR0gm9SlE1PwzNzcpjNNU5H9TqbMtdgcMov6PtmJkoyHvM3yaLCnzAWiQksDVmVu0W5TWNT/V1/xr/DLb//l2tew2X8Sq/ay7MS63zHP10OrD9V+NlWZ62jhpWqzTFbm2sa6qgKx1FLOlpm7Nd4Sk35cIG7AO5J4fvbLfxZXv/cqzi6erX1dI8rcqnG/MFeb512Smbu1u4WdyQ4WBguxqKMIX9s1jaJ+kiSY682FJcvlSTyCGAspmNmyVkKIZ86xBKHn6iaU4sHuxxy5QLKPcQFTfeZqsyxpMhVtlotzhLFZZszRxwG+jRiN+5FZIJbaLLsQ2wHgLz78FwEAX/ryL619XUg3r2lsbYH6dZhx+gqWmVu0WXYYQwCZzXKIa+Y7V7+0/hIA4NzSudrXzfU56yvAXTHocj+mSI80qqMyd3ow1vvOytwAduZAtc2ytA5ea7O8Xw9hNKpdSdLma0n9ZHu8bW1Sm9dFRETIEZu5EV4YT6ptFYoTNGAf7NtisyzOzHWwqTFNwLe/+u21n90G27UjtraWzbRTZi7LZtkzO9GmzB1PxtgZ72B3spspcwFEq2UFWDNziQVits2yJH/Vlan/7Z/17fiBz/kB/Nzbfq72dUEzcz1yZfMQKXOZNssSRwaXTWeOqFCnqA5pkVrmWiAh8cz153B6dNr6+dQMLem4v/83MPOPxGbZZGgtDBay+9KoZSL8kSm0AtjrA/v3Y8CM0jISjwaYdsTScd+F6CIFc2wE5EUo3+iAOgTPzE0Okzdtr3cBMxfSNu5PY7NclZl7enQaO5OdbF6IcIOre1JXSBMsm+Vv/6xvx+N/63F8xau/ovZ1bVR5ShsxIW2WJSSeMotUaSOm7nVB1dRFkrSwzmMU0i87+bLa1zGVudZx32PtWEcuMOv+SOL0h6vNsogk7ZqZy1TmKpM3xer+Ho+8KbUzd6lhmXHf2CxXYZYyc3/0D34UD//Th3H1ztXQhxJxDBCbuRFeYNosJ0gqB/zgmbkeVi6nR6dx/fuu4+ff9vO1n92KzFzHLBUDazO3AWWuy/24Pd6uLeobNrXZxIwGo8xu89rGNZXjPs6wZmhVbToViqhs9l+K1NnCy/acDQdD/MPP/4fWBtrCYAEbOxxrMjHru2i7JlxmSDJzQxX1j6h9BONjfg6rcy4wYydjfHRtxJivtZpMc/05mp25eV9bdqI5NwnxyBQKjK35wmAhMvQVYYo70ga8epYnSTkizsx1JPFIwbQjlmbmUm2Wifb6riQem4uGFKEznPPkgi5m5kqVuSKb5f05pCoz1zhQXLlzxfewjzXEqjrP/Wcd+r0++kmfur7SJm8mSYJXnHmF9fNDunn5uBa4ZubS9jKSzNyC8sx8vwp1irM82nDNfMf9iycv1v6cRZYD7E480yrFi/uCuf4cFucWYzN3CrjW5lz31XXPXJLs1ZEZ96Pk3ipzYJOQpA1CKVh9rpnU2ew4KXPf8TvvwFPXn8I/+v1/FPpQIo4BYjM3wgs+Nsti+53BsLII0Ygy19KIAdwLV6cWTlkX+0w2u9R2zfW8vuwVXwYAePnpl9e+jqrMFRb184WC7fF2vTJ332bZMPUX5xYPmJqxqD81bIxNpr1hG+13tOwNm1Dmatqu5VFns8wsDgMCpv6Uyty61zHzgF1t1wDdJtNcb46mzHVV+5h7xzbuA+XK3FjUmR627ESmzTLAU4qLxv0CiUeigJciaGauB9FFiiZsliUknvw6pAsNT3FmrmN2ohRNZObaivo+TSaz3i/uJWIzdzow8i5dwFIMSkimZeRN7ecsqMrT12a5JubIkB+pylyhBb15PaDTzA2Z5TntcxZSmcvMzAXK78eV4Uqs90wBa2bulPvqOitiYJ9MzFjvC514XEn7rjbLQZq5xXqqMGoA2BvP6xTHs5SZ+8CpBwAAv/bEr4U9kIhjAdnqIyKigN3JrjXv0mUiy09cdYrJ4Jm5HhsYKZg5U67FRul5/dL/+5fw9PWn8aq7XlX7upDK3KJyxCzuajNz922WDTN4NDeK2YmKsC3yq5j6moqYtii0NLMTzfiYpqlag9jAt1CgYbPMzLsEpsjMrTm3OjuhPJh5wOLM3ML9qHXvNGG7Js1KN3+LqnULcDCHrG2vAdhzZDDjfrRZnh5WR4aKxqBalmfIzFwiiSdoZi6xEUN3ZBCO+/kxpAtWxFIbwKIlpaYCHuAWG233o4/N8vrOOga9wZHXxmbudAhpswzsjSOhbJbLVJ7aY0jQzFzPRoyxCi0D22bZWuepslmuGU/rmhR5tOmaZfevkFxwz4l7an8espnrdT/m9mhljj0rCyux3jMFXB0ZXO3MbQSKuR7HGUoaW+fqyCC2WSY68bg+ZyI19f64vzXeCpYn3iQur13Gc7eeAwD815f+Ky6tXcpi+iIiGIjN3AgviJS5hRw+aXaFzX6nFZm5Hcv2YdmuLc4t4tV3v9r6+UaZy2gyudqCmIJn3X1mbJbzytxot6kHqzKXqNBiMqOlWXXAQdNMs0C8MFhAihQ7k53a+9sHrvmrrgqtxbnF2p8zCwViRwaH8bGuaZgHVZlru2aFhiegrD7rz9Gs8hgF4mizzIU1M7fjCi2XArFmUT9kZm4jNsvMrHRHR4YuNDxdM5wZzxnAa1T3kp5YKe6qzC1bN5mIldjM9YNvUV/zfmSsr1g2y1IEzcyd4jkD6snUTWTmSkk8+Xm77TbLVjW1p83yu77qXfjgCx+0xmkxCbdmLpHWeaa1WQb2lLmmKRPhDoYDW74BbyNQ0JS5ng5sLs3c0DbLlWpqj2uW/5moSd3hzNxf+NNfwNf+66899L3/+tJ/jc3cCCqizXKEF5iZubZFftDM3IqJrO1ZnuLMXJLt2rA/RIo0WyhowlWhZVusmJ+N0/GhzNyozNWD1X6nqNDqSGauVKEFcArEC31eEURc1HcsFHz/m78fn/2yz7aSPFgFOUCelX4kD1i46axDI8pcS3GnaP+qlplLtFm22ev73I/RZpkLcWYu9Md9gJfpJnZkIJEmupzDVwemfTTgt95Xb3gS7Tad1/uKCniAt8aSWPq5FBvN8a5vr5c2c6MydzpIyZssEs+wT1LmCm2WZ3LcryDcSt1q6simo8GezbLZf2uDEqsiXO+36ZpJHRne+sq34gc/7wetn9+EMte23ve2WS5xBIzK3Okgtux12Vf3ZJm5QAPKXNu4P40yt85muYFYFau635PEE8o+uin8j//pf8y+fs3drwEAPHPjmUBHE3FcEJW5EV6gZuYKbJYZCk9AlqUCHG0ydUaZK9x0atuu5RsWUjsiKZxtQfb/rW3m9vpRmUtEyOJOlpkbMDsxe22iW9xhLoZ97TZtjZgf+oIfEn0+W5lbp6StalhI3SbqEDQzt7CZBvTVZ4zNNOCeoWUIJJJ1iLFZXhgsYHFuEb2kh4/f/LjOgR9jSFnfLIXWXJ+jHBEz9QvPmSZZDghj1e5T1JeiicxcSWOQYbPMbngCdhvAzGZZMecY4DaqXYlXrsrcUwunjvzcNHNfWn/J65iPO0LbLM/35yljo8RmuSw7Ubo2tKENKk/f5pnNgQ0g2iwLSTz5PVr++2Uwx2rL8WyjmlqVLDfZCeLANm2TqUyZe3J4EmvbaxhPxmKnpYgDSOO0vJW5Lc7M9SFvOtsst6Bm4GqNLTmvLjdzL61dwqvOvgpf/MgX4833vRlv+1dvi83cCDqiMjfCC+N0LGZbAW7NXNsi39iIMiDJUjGvAziWciFtQZjMaICz+LAptLwsUvcXjKaZuzBYiMpcRYgzc4vZPi0vEEsVWsDhMURzMw1wnjNxocCR9S0Fs5nrm5mrYrPchEWqsLhjvu7CNbM6Mkxhs5xv5iZJguX5Zfzus7+LX//Yr+sc/DGFNTO30IDXzsw1xUZtSMlywGEiYCcUWrbiTqGozyA40hwZbOv9BmyW22ADyCBNADybZVuTGvAr6m+Nt0r3n6dHpwHEtb8vxAot0v3Iysx1VcCb35mJcb9IbHfITgTspH0AtIgOm/uMj2LQuLkszS/VfnYbrhkzxgIAxYHNlbypZbMMALe2bnkccYSYxONALmiVMteRxNMFm2Xbc+Oz3ndVHLNiVZrA+vY6Hjn9CH70L/4ovujhLwIAPH3j6cBHFTHriM3cCC+Eslk2gz0zS0XUiCFsOtvA1Gcxo5mTNGORb35mmrnDwRCjwQiD3iAWdBQgzVJhPGemgcxY5Euz6gCO2qcVFl4dK8gBDo4McChcOdquMVV1zopBRbtNFvGKUSDObJZzmbkA8Pf//N8HAPwv7/1fpj3sYw1bZm4Z0SX//WnBynRzGvcJjcHM+YRJ4lG215egEWWuY2NQk1gAhHPiKbNZ7oLq2KcBD0ynGDwxPAEgFvV94eqexFAMMlVMrjbLnRpDKo7VZ67O/6yOtE91GBKs3X3mNLNmXJxbrP18JolHPFcTSNIA9340fy+xA5vgOuffq8yRITZzp4PUgc3XzjxUZq5oX820WQ5IAJ/aZnmGlbk74x3sTHawPL8MAFieX8bp0Wl84uYnAh9ZxKwjNnMjvLA72bWr6gpqn9osFUfGZjD7HSKzsRWZucRGDMApNjIsvMz9aJjBw/4QSZJgd7KLf/v4v8XT1yPTahpYM3OrrFwUijtJktCK+i4KrTyzsQukCXGWCsFuEyArc11s1yDMB5Mqc4n5N1mxxnI/5olXmvcj02ZZnJnrMe7nM3MB4Lv/m+/G5z/4+fi9j//eoXVNhBtsmbnMrHSAN4Y4OTJ0rDHom53Y9kgEwD7ulzkyaI2NwUllyVEnHm2HEFYhVT0zNzeHlDWZRoMR+kk/FvU9Id2jMZ2hqOsrZYWWFF3OSq9r5oZ2T6q6H+vGHbOnNZbsVejyNbOBSeLJMnMtTjy+ytzSZm50Y5sKUhKPS9xDG5S5rs4nAMlmmRgd4GyzLIyckjSpWU48bGTuDHMH7gwrw5W4boygIzZzI7xQq8wtNDzN17aiifl5LWOzCWWuxCqvY/lgoiYTjipzu5DpZrPbrGKS1TZiksNF/aJa/Cfe/xNTHHGEVJnLsG4EeHab0gQ+MrsAAQAASURBVEU+wFFotSlDi5HDF0yh5dGwkG4im7DGlpJ4JM1fFzCvGaNAbN7LjPujuVH2s0dWH8GdnTt4cf3FKY/8+MKamUtsDAL7436o4k7J+NglEo/Nqp3RiDFrOhYhxMeRQeuaJUkSlFyQLzZqr69MIZLVsPAhXk2jzE2SBCeHJ2NRzhO2vPojlr2E9T6l8C0lSecUWtpkOSDQen/KuTpUM9fHRUMyv3/bG78NX/far8O7vupdtZ8f0oGtifUVwCHx+GbmSrM865S5NzdjM9cHVtL+FBFoQLjMXFfnE/M7s2iz7Lq+CnVeTcDEM+Wt9k8MT+D29u1QhxRxTBCbuRFeqGvmFhUxgGwiMxNznc1ytlgkFXdS1CuImZvOkIxN4DBTX7sRE1SZW5HD52SzvF8s/Y2v+429f5/8jWkP+1hDnJnrsDFzAUsxKF3kAx20WXbM0GIUCrqUmSstHlIt5Yyy0VbUJ9pt7kx2KGpWa2buFDbL+cxcgwdXHwQQ82+mgTUzl0wImesHdGToKInHNu5To0fYylybZW9JsVHrmgE8G3rpep9e1A+RmUuwWQYQm7lTwNfVpe1rR6kTj6tCSwpm88w1K931mhnr8jIw3Wpc3JNc9p9L80v42S//WTxw6oHaz2c6Q0mvGdP5BOAqczXjtPJk8qjM1YfViadK5SlswAdT5jo6nwDKNssBx8fiet/VzrxOcdz1zFxjtZ9X5p6YP4HbW7GZG8FFbOZGOGOSTjBJJ2KrPPM70omszma5iQwtUZYKYdMZ3Foox9RnFXcoytxxfZaKl81yUrBZ3m+4/IWH/wLe9qq34cMvfriz7LE2wDVLpSsqT+kiP/9azeJOI9mJjhlaXVB52q5BVRGktpkrvAbBM3OTowotTdIEcNDE0wTTXr+0mXtqv5kbLfa9Ic7MJZF4aI4MLuN+3mZZy/kkYGYuMxLBPNvmvtGExCKVabMM8JTiYuUIiywXMjPXo8mUL5zWNXOjwsIPNscPts0ybb0vtFl2JbZL0U/6SJB0Jjsxj5PDk5U/y2ohk8CZuTNGLmDGhAHtysxVsVmOytypIF3v+zbgbZm5rPW+az3V/I5tTWzux37Sr31vppuXmLTv+ZzVNam7rszNbJZzytxIAoxoArGZG+EMG9uqOEGbr6XNXIn9DjNDyyXvktHMDcUky9uCMDKLAK4y15qd6KLQ2l8wFpW5APDAygNIkeK5W89NeeTHF1IrlyPFRqXiN0sRI13kAzOYndiANTbVZtlRVZf/fhmMkvOrX/PVtZ8dPDMXR7MTu6DQEmfmFsaQKjeA/M8MwzbfzDWKi2dvPjvFUR9v+DL1NZXi2+NtdaW4ZNwvFhs17TZbNe4rEq8ym+VQDXiimhrgKcWl58aMRADCZua6rB2jMpeL0K4uLCceibLRR6ElBdOqnVHUz0PUzA1IbM+/tit7GXFmLtmRgZqZa1nv+9q/RmWuPqROPC4k6fz+zarMZY37js4ngFsN3HZeIcdHnzxxqTK33+ujl/Q6r8xdnl/OvndieAIbuxsUQmpEhEH9iBERUQLrBF1Y5JuvpQtGic1yKLtN5qYzZP4NcFihpd7MHfDsM6T2Oz7K3KyZm7sn7z91PwDg4zc/jodWH5rm0I8tbEWQWd1MA9zsxCZUnlaFFlHdz1rkM3L4Hjn9CJ759mdw4cSF2s8OmX9jfsZSwOcVWvn8WQ3YmPo+KoRiZm6+mXvX0l0AgGsb16Y57GMNa2ZuQzaAu5NdK6vfBS5Z6QyVZ8jMXKbNcr+3pzxjqldD2iwHVY4QbZaDZuZOqRxZnFssfU1s5vrD19VFcx3CKKaK11ckm2UgoMpzSsJtXTPXPI/B3ZNYZGJ2zI9wrpYoy13AHPd3J7tIkKjafkdlLhfW9b4HSfqQMteWmUsm7buM+5IauLkfbXsTZjSTOBLBoQEvVeYCe3uZzitzCzbLwJ7bV9kYExGhgajMjXCGzTqjuKgyX9sWwqZJHNpm2VYAAbpnsywtNh5hWykt8pnKXGtR32ORb362sbtvs5y7J+9f2WvmPnsjKrR84csg7kpmbu29haOFK+2iftA8JtI1oytzHew2pU3P+0/dX+s0ATRjmWQt6hMV8ABHoZUx9asyc5Vtlk+PTgMArt65Os1hH2vYiIA+6goXsBSDUrIc0EFHBrJCy4a5PtlFQ6DyZNks07IThVairHE/aGauB/EqPx7lVRV5nByexJ2dO1Fh4QFXdb/2GDLoDZAizZwhtOBrs6z1nAEBVZ5EZS5TcSwa9wt7NO2mZ1fV1DYwx/3dyW6tYtGHVBaVuVxIG4NONsu5xnCd8AdogDQhdLwyvyNu5loankzSPmPclypzgX3SPqEW0gRM3SBvs2yauTE3N4KJ2MyNcEamhEws2RWObFQzKUhslmnKXAvr28fCS4rg1kJEpj6TSWYt6hcUgxK1zxGb5RJlbrTb9Icvg7jtylzfon4XbK7EjE2SynO+P4/dye6hDZIWxI4MhEZ1SJYtwLVZNhs3ps2y1ZHBxV6/xmZ5ZbiCftLHtc2ozPWFlQhYeM7UlSOkLE8fy15NR4agmblk68a5XkCrPLLNcsjM3EM2y8rOJyEzc30KxPkCoym+FRGLcv4I7epirq92I15qs9xpZa7QbtN1DDGqxyq0yT2pa9dsFm2Wd8Y7tc3caZx4AOD88vkjP4/K3OkgJu17RKAB9YQQgKfMlar7fW2Wq/ZHBkwCuHS97/ucWZW5gw4rc7dLlLnD/XXjdlw3RvAQm7kRzpDa2rqyksz7BlfmWgog5nWAbrGxCXWFTYXgYp3hAqYNoO1+9LHwOmKznLsnzy6eBRAVWtNAarPsYr/jgqCLfGKBuJGiflVxx2Mz7QLzDNLUPo4NeEDXkYHJsrWO+zg87ndBMSjOSvdQ5hq7pNHgwBo6SRKsjlajzfIUsGbmEp8zgKcckZA7yoiAXSiiSpn6LFeXQW9AtUh1VXmqKnNDZuYSyZshM3OnVY7UKXMBRKtlD9jWFWybZXN9WY4MUrIcoEviAcI1Bqe117c1YoISbkvIBV1QU7uSJlgxFqz1vkiZC3kN6/6V+/HNr/9m/N9f8X9ndZ08ojJ3OkhrBi4E8Lwyt4p4ZTDX37PXz5NpNCBaO8KdxGPLyjVgrq9sz02loKnmb+GszO1qZu7O0czcuG6MaAIxMzfCGa7NM0A2kZkFYN6ioIjgmbklzMYuFOSkm062Mpdis7xfmK1aJExjs1ymzM3YmnGB7w1X27WuZOa6FIgZrO+gRX1yzlT+3Gz2Sq6Q5vAx7kemNbZo3C/LSlfi+TFtlhn2+ua9zGvzylxgz2o5NnP9Ic3QKj5nmll1AEGZ65mZW+Vu44o2ZeaqqzxJNsuS42zCZtmsMTUhJRe4FORcEDQzd0qbZaOkKCIW5fzha7Os7cigTeKRkLnzZDmgOypPtmVvVTa1QajzAo7WeSR5ly6Y789jY2dD7f0MQtuZswUJrmpqwE7efOeXvbPy5/P9eSwMFmKtxxPSxqDLuJ9XrVbN1Qb5/act7sgFUnW/rzLXtt9hzWeAQN3v0YA/Npm5RpkbbZYjGkZU5kY4w6rMLWymzdfSBWPeoqAIpm0jYM9jYqormIVvUbZPQrTbbCA7UdNu07yXYVrllbnL88voJb1Y1JkCYsYmsdgYyrqxbAzRbnhSi/pCNTWjAQ/wmp6icZ+gFG/EkUGY6aZua0ucr13t9V3zmIDyZm50ZPCHq1V7V4qNTvb6hAIx8znzzUpvu82yk0KLaLMczEqUaK/fT/pIkPCUuZb5zLwu/6+WMjfa5bnDWTGoHNFhrm8om2WAp+4PpvKc0kXDtsYMpTjO/4zmyEDKSvdVQrY9xgLwq80B0+/RVoYr0WbZE4wxRDJXG7DWxZJ7K0+WM79jbebukzttz2N2XqT1Vd0xsG2WWeN+EzD14nwPI5IAI5pAbOZGOEOqzC3aLEsXjHWMzdCZuWWFgrYXGgEHZW4Dqjpt2BRaPgXirJm7z7TKKwGTJMHJ4cnI1pwCtiLIEcsk5eIOfTPtUCDWLOozVZ4Mlq0L2sD6Zti/NmGNbTu3LjL1rZm5Hk2mPOu7l/SOvPeZ0Rlc27imbtt1XGAjFxSfM0buNqBfBJGSJoACiUdbecYs7lgaMTQiIEuZ65CdyLRZDqGuAA4rR7SfsyRJqBbSokaMw7nlC4xV1o2xKOcP8bhPJIQA4WyWgdkjhLDH/fn+fJC4GKD83LTmaiCc6nhaa2wbqPavHrU5YPpzW1lYibUeT7iq+yUE8Dzh1mZLzBr3pXFaxRq4ts1yiHHfZwxxsVkeDoaUcb8JrG2vATiszF0drQIArm9eD3JMEccD0WY5whkm96wqpL04QQNuG5iQNsvWPKaSTWfbLQABh8xc1mY6pELLoxFjjtdMzsUc58jWnA5tsOwNlplLLBA3QQiRNmK61Bi0jvtTWsrVIeTGzPyMZpHagCODNTPXU5m7MFg4cq+vjlaxNd7Cxu6G1SYw4ihsGc6VWektV444OTLkmkzq66sATU92gXiuN8fNzLWsifOv7UojRkoqY10zgKuo1s63j5m5XAQfQ/bHR3VlrtBmOXtt0sExRLkB/0Of/0Mia/mgrgVFFw1CznEQ4hWZNBFyj1ZFJp66mTtcwaW1S1O9x3GFNKLD1RpbCpYdsStZzvxOVbyMQRdtliVrzWOjzN0+qsw9MzoDANHRK4KK2MyNcIbUZtmVlWRQZ7McPDO3RF2htRA2SqCQGxiWIoZZ1DfkAimDWLIBz9ssD3qDIwvIyNacDs52UIQcvmCZuSUMYtsiX4rMZpnAbJQy9VlqH6aFtDSHz2UMkaKRvEtbUZ9gHw1wSTzWzNwp7TaLFsvAQV76ra1bsZnrAVd1P8uqPYTtGjMrvYniTihV3aA3CGIfDfBVdXO9sHnA43Rv7aw97gPcZozrNQNiMzckQqv7zfVVz8x1sVnOE8A7ovKUNM9cG/Df/znfL/r8+f48JWfQhcTDiMIBwqupi+TNLjiwuToyaCpzH7/6+FTvcVzBIO271EpYJEdpnados2xrZGbN3DbYLFtc81z2aE7K3P6QUgtpAsZmOb+GPD06DQC4tnEtyDFFHA9Em+UIZ0htlg9l5jpYiQZX5jpkJ2papALhWLYAN0OrCcVgpVLco9hoFl1r22tHVLlAVOZOC9smsiqXQ9Oyd2e8o26X6qPQ0iwQG8veEFbtVcWdLhQKfPOYWq/MFSrFu2i7JnZk8LRZHg1GR35umrlx7PeDr7q/7e4nTo1BQoGYqsy1zdUVjRjNcwuRDZb/GTPvMkQD3vyMRZoAuNdNMle77GXyBcYTw3KbZfP92Mx1RxtytwF9Za6TzXIHM3NFsQFElWewNXHJnNaVawbo5l26IOQejXVuK8MV3N66fUicEiEDg8TTBmWu2PHK0Z3S1NStWcBE8qZ4rva1WZ5lZe7OOhIkh4jgsZkb0QRiMzfCGVZl7pQKrVZn5hLVFUBYpn7eFqRLNstSJpnP4mN9e/1QXq5BVOZOB1fbNYZSPEWaKVO04KLQYmQnMtWrUgsvtqouSGYusXCVZeYyr5ml+M1QHAM8W1tAkJlbUkQF3GyWi4jqrOngarPMUvdr349OjUECEbCX9JAgodoRS4s7jLmaUrRyIF7R1vusXFmJEw/ZZpnZjBFZpEab5dZAarfJuh8zZa52dqJgvVS2Lu7KGOLznGnuZYIR24lzNRCuUc1uwDPrPLb7kTWGrAxXkCKlqMQluL7R3axNMQHcYb3fKmWupc7j6k5pfm7WGlVoQpkrdTp0buZalLmsrPQmsL69jqX5pUNzy8rCChIkuLYZm7kRPMRmboQzpMpcX6Z+SJtlm1qiyyxbQJCZS8w9A7jKEcbiY2u8VanM3R5vY3N30//AjzFcbZZZKk+W7Voo68aQKk92ocA8h0Eyc4sNC8VGNbPhKS7qd7C4I4178FXmxmauPjKVp6NyRJvswirquxYb1ZWQxKan61ytOYaEsJPL/+yQRaqy3WaKNIsK0YJ4vV9cXynavwbLzJ3SZrmqkGq+H6qo32X4qvvbvg6R2NQynXgAsjJX8JwViYCtV+YK18T512pbY8/15zBJJ42P+1Ukae311Szdj2YfEML69Wc+9DM4/Y9P47ee+q3GP1sDvirPuvuxFcpcYZ2naLNse87WttcAACfmy91BDJpwOrQSrxzWji7K3OFg2Fll7tr22pH+RS/pYXW0GpW5EVTEZm6EM8RFVM/GoMRmmVHcARxY3x3bmPkW9buyyAd0Lbzy7LFSZW6025wKrot89cxcErnAhfWd33R2peEJeFikdmAMkebwMaxEkyQJSuI5lJXekecMQKaqr9rcT+PIAFSM+wv74350ZfCCqyMDi1RGU+Y6FBvVC8SBXF2mXe/bMOgNgiiOAb7NMut+lDrxsBoxQMDMXA+7zfy4f9/KfaWviUQef4izE0mEEHN9WTbLIjtiIgF8d7KrHxljqYVUFfXb3syVEl2Aw4pB7WsGEMb9wM8Zm0zsEoGmdW5sAUkdvu+3vg8A8J5PvKfxz9aAtDHoMlf3kh7e9qq34Z998T+zfn7QzNyc06H5Hdu9eGt7b21hVeYyxTGOOceStaOrMnecjtWJLk1gfWe9tH9xenQ6NnMjqCjvxkVE1MBsiKrsLqZl2Ya0WbYV2MqKjZoFudDWQiyL1EZsloUWXpJzO1TUL1HmmsXWza2bOLd8zuOojzd8s1Ta3hgMrdDKbJYJNjWuhJCuWKQC9mvQROGKcs2EDGJGkxpoh1LcKY8pt6YxWTd5xIL+dJCO+3l7w7rXuyKoI0PRulG5QMxS5kob1TRVHctmWXDNisVGdYvUXFFuhKMZ3b6QNpmYNsss+1efPVr++2XIq0WqbJaNWiYSedzha7OslrtNKn6L1sTkaKY8wd18rQHbc8Ym8QTNzGVfs97BNWt63Ad4z1nIPRorMzdUM/dff+Rf49LaJQDAxZMXG/1sLaRpqu6iAQC//PZfFn1+8MzcHMFGst43+0pbM7ff6yNBwlnvg2yzbFPm5gQJo57e2NgE1rfXS9ePqwureGHthQBHFHFcEJW5Ec4wihibzbJv4bvOZplpSQm4K7QYjM1gGxhicScok8zDsje/4ChjWmUKrajM9YLVurGk8A20n1zga92o3vCchFN5sor6dAuvgIWrYX8YNDO3a88ZwHFkyKt8LyxfOPLz6MgwHaQ2y7R1SJ+szA2o0AqlzDU/Y7m60G2WJdeM6MQDhCOVsWIsAG4T3jXGApCP+3WvWRgs4M7OHZfDjUB7bJa1lbkSslH+fmQp4AHOGKL9nLlgvj+PncmOuuLYd67WttcHAjky5Am3yqR9tnuSSE2t7AxlHHqabua++4l3Z193NUPUdV9NE5GQlLlSkrT5HWkz1+wz6xAqfsSnvu+qzAXC2JpPi/Wd9dL+xfL8Mta31wMcUcRxQWzmRjgjU+ZWbICP2Ig6TtASm+Vgmblkm2Ummx1wz9DqwiJfWtT3ZZKVMa2yon5k6XvBNiawmfpBN9NE60Zm88yXENL2awa4F4i1s6bYeZe2+5Fljc0k8YhVng6Nwbwy9/zy+SM/j8rc6ZA9N5ZCQdH+daYcGcApENOVuTZLOSIRMOTYmH8tY70PEEhlcCNe2UgWPjDNGG1I92guri6jwZ4C5JVnXln72aPBCBu7G07HG+Fu/6pd1Df7ORp5U6gUZ5AmjMqTQVAS1UKIylwgrJo6fz92oQEfmnBLJe0Lbb9nRZn74Zc+nH29ubvZ6GdrwfeaqTsyhCDt+9gsC5W5wP76KsC6uDJOq+Zv4avM7RrWt8ttlpfml7C+E5u5ETzEZm6EM2yLpCrmjrRQYDbWZWAvrMRFfWL+TZuK+m1nyAH2wpWP7Zq1mRuVuVPB126z7ZtOF9Z3fgOjtXlhZYMB8jybLrK+fQvEqg2LAA1P87MuXjNx/qong7ismWvG/djM9YPUGptNKqON+w5jCMOyN4TzCXBYhcBQVzDnM4nah22RGoJckCdemXyyqugcH7CIqTbFoM96f2VhBX/yN/4E7/um99V+9sJgobOF9ZCwrYt9iFcuMOt9dWWu8DkD9pW5ymMjwHObkNZCWGtiVlHfZdxn1nmA8ON+V8hygEDlSbofmdFFVUjTFB9+8cNZU6+rc451X01e77Pqjq7EdkA2hrzizCsAAI+efdR6DHM9svDHMle7rPfz+2pbFECI500DaZpibXutVJm7NLeE7fE2ZR8TEQHEzNwID4htbYsbMwt34N1f+278wSf+AKO5cM1ccR4T0XYtWGYueNmJLIYc4G+zXHfd8lYgUZmrD6nNsou6wgW0AoiHQkuzqN9LeuglvXC2lA3YLLPygLULxC4Y9Abh1NQl10xt3G+BzbLL/WizWc5npUe4w1ooYNuukWI6pMUdgKvyDJWZy3R1GfQGmd2mpnLU6ZqxnHhCkspyyhHzeondsBQsRbW0qO96P37quU+1fvZoboSNnajMdYXYiYc4hgC8or6UxKN9XgCvUe1TC8l/f1qEtiIGCoRbxbknZNxDVx3YxHs05XMLocx96c5LWNtew5vvezN+7+O/10nLWUBg1d6Uuj+QI4OrMvcnv+wn8dZXvBVf86lfYz0Gls0yY67ON3NPDE/Ufn4oW/NpsTPZwTgdlytz9xu869vrGSE8IkITUZkb4Qypp75rUf8vPfKX8A/e8g9qX0NX5goXH0ymfrDM3Fxxh5WdGIRJ5rFgPKTMnYvKXG2IFVop536kL/Id7cnUFVqh1P1lNssdYH2nqG8UVCnFNZueoRrwvaTXyax0htrHZrN8Yn5vIxqVuX6w2Sz75Nu7IGRxpyyiQ7NAPOgNKMxv8dqRPIaM07HK+xk4XTOyQkv7fhTnHJOuGcAtNoYqEEdlrh+sTjxs5xOWnbmDE0/eZlnzOWNZSLelERMk375os2z5W7gidMxP164ZEM49KUQz99LaJQDAg6ceBNBxZa6AEJKpPLXrjqT9p9Tp0JwXIFs7nhyexNe+9mtF+wImWQ7wsFmuOeZ8PdVmIR3K1nxamOMtUx6bBm+0Wo5gITZzI5xhbcSUFK3qXu8Clk2egdgWJDeRqebfsJW5NnUFaZHfS3roJ/0gTLIjtiCChVg+16FOmRuL+n6QEkJYRf1WKLRYah92Y1CYE8NqwAexJiMXroI34MnXjKk6thWIXdYheWXag6sPHvn5XH8Oi3OLcdz3hC2bk17caYMjQ8opENOt2h1dXdreiHG5ZizyJl2hZdnLmNeZRrl2w4KmzBXs0Rj348JgIWbmesDqxEO2WWbFj7g68bBIEwBJmethkapNvGrDXN0VEo903GeRUtnrfaf1lZKrS4jm0gu3XwAAPHDqAQDds5w1EMfWFccQZQe2YM+Zo82yC0LVeXzWV/mfSZu5XVOjm6iSQXLU8DavzI2IYCA2cyOcYWXueDTPpDCTM2txI2Z9EyxSAaIy17GoT2PqB2CSVTYGhUyy2szcaLfpBanNMstuk56dKGB90wrErMZgYLUPy35HujHLv5bRsAiVC1nG1G+7nTlgP1Yfa+z8uH/fyn2lrzk5PBnHfU9YlbkerG8X0NU+jmNIF9ZXtmsGlFv2qkd0hMg5JhOv2OsQqRNPZrOsmZlLynQLZbcJAKPBqLMqqZBIkVqJxOZ1QHccQtpgs8y0kHYhOLL2aKy52tlmWZG0b+5H7YaFq2KQRbzansxeZm6jzdy1w83crs45UjV115yhXJ0OgQ65OFrGkOJc7VrftzVzWVnpbJj6TVlUSVTmRrARm7kRzvAtomoU5HpJj1YkABxyYpgWqTOYdwnwijtSCy9vm+W6zNxos+wFVzV1V5pMbWB9s+w2fRVarWfqC5vU+ddSlLkBXAvMzzLilXJBjmmzbLUB9Cju5JsZVa9bGa5EZa4nxPb64BaIQxV38q9lFIjbYNXOsspTV9W5XDPieh8Itw5h2yynSDPFghasRf1os9w6SK8Za//JVua2wWY5VGYu65oFJV6RSftMNTUwo1E4xygz94jN8ribc470mnXN1cX1OTO/0wXSvm1MmHZ9ZaKKqpApczumRjfuNvnasUFU5kawEZu5Ec6wFQqYNssAd0PtUyDWZlvtTnYPZS1oQGr/ylrkA/u2a6SiPuDeGKy1We7X2yyfGJ5AgiQqtDwhbsB3zP7VV+2j+Zyx7XekbNSuMfVdCsSSIp4L2K4FtmIjTVVH2kwD9rnXZx1ijvfC8oXK15wcnowkHk9IiYAsQgireSZ9zoDDSqZOKHMFx8m0WWZlQkqb1EADytxAWZ5s8iYQQDFIdNEYzY2wsRNtll2RpvXK3Cqb5a7YbbraLDNUnoxGtY9FqvZ6X7uo7xSFk5L2aKRrJt3LsPbV/aSPBMlMZuY2afs6KzbLUjU1y/ab7upiIzgSlbnMOo+PS5n0mlmVuSQHNjYyZW6Ju01U5kawcZRCEBFhgW3wZrOtmM1csS1IA8UdM6lpQDLh5hcf2o0YoH02y1JlrpmIi+95YngiNnM9YWuG+VikuoBd1HeyJ2NkJ86gzXLQzFxy4YqmzBXarrFUdUxWu3TT6erI8MTffgJnF89Wvubk8CQ+evWjPod87OFqs9wVEo9rdiLAKRCHKO4A5Za96uoK7aagw7jPtMYGeG4TUmtso55l7WUWBgtq72u7H5kuGguDBWyNt/aak4rP7qxDnHdJtllmqfulVqLa8xnAJbuEtEgNSd4ssxLtwjULvUdLkoRn/4q0NgaARQQMYftqbJYvnryIXtLrrBuE1Kq9a8pcVztzoDvKXNe52rVWvDi3WPvzzmfmRmVuRABEZW6EM8RWeaQFI1WZK2R9sxibQRsWXbdZVsxfNZt/oFyZC0SF1jRwtdtkWfYGsdsk5/Cxlbm2BhrLGrsNtmvZuUF/00lV5lqumUueuAuoNsukAvEjpx/BqYVTlT9fWdizWc5baEXIkBW/q+bqqnG/5fb6PmOIOomHmJlrO05mgTgbQ0JY5ZFtlpkWqYDcGtu8vizvyxdMVYzrNQOUlLmDEYDuZhiGgqvNsnbTk5Yr62CzPEk5mbksy15xLYSszA1VCwH4JJ5QOfCsfTWw78BG2su4RqDlv++LUDbLZxfPYr4/j2F/2LnGloGYeNWxzFzxc8a0WSbWeZjrK9tebpYzc+/s3Gn0mCKOD2IzN8IZ0uZZtjFTVnnSlbktsF0LZQPIzNCi2SxDaOHlsIGxZeYCe9mJUZnrB6nNMmsMYduuuWZNaZMmGJm5YpUn2Rpbe2PrlJlbtFlWtINqQ2ZuV5jRgHuBWOvcTg5PIkWKte21qd7nOEIc0dExtY+vdaM6U5+lzLUUYMoKxNpjCK3h6ajy7IQVsaABT7dZZqmOLapYZpPJKIxjM9cNYsteVlE/ZEZpzs2L8ZyxGtUhSRNAYPJmGWlfseFJy3CWrEPyTjwkB7YQmbkse/0QzdwX1l7A+eXzALqd0x7aqp2mzJU+ZwWbZW3SBM3xqgVZ6V2zFhdl5kab5QgSYjM3whlSe7KuZeb6MDYZFqlAoGIj0SoP4KrPtK1cRM3chZWozPWEjdF+HFjfTLVP0PzVrhZ3AhWIgcCZucTiDksBD4QrEK8MVwAAt7ZuTfU+xxGuER3qJJ6AGVplER3aBWIKicei0ALKXV201NQ0VZ1DA55FvGIqc12ssU0himWzrAnGel8Ko8zd2I25uS4IaY0N8G1tpeozluMVQBpDWlDUD1ELKbMSpZB4ZjArndpkCjCGhFLmXli+AGDf2r9jjS0DX0eGtjtDuTqfAJwxJIQTD9s9aaYzc6PNcgQJMTM3whlSNmqxiKpVuBoOhpRCqij/pqRAnLfknRas4rdUhcC6ZsDe4oPRhGfY7xhGHxCVuQxYbZbJrO/Q9jsAr6g/15/D7e3bau9nIM5jIltj03KOa7ht9GyffVWddhaflHhlbKO1rxmLnAQ4KEeUizsnhycBADe3buIiLk71XscN3jbLWvdjwAytI+p+6D7rc/09RwbtMUTUGASPEBK08E0mXjGVIxJl7hGb5ZpMQlfQVMcWJ56y5yz//WkQlbl+sI11TayvgLA2y3RlLmFOm0WbZZdxP38/qo6NLGtsR/ck7UYMwGvmuo4hWuN+083cte01rG2v4cKJvWbucDDs7HwjjsIhOzIEIe2DnJnbEptlqQPbP/mif1JZS82jq5m5ZiwvU+ZGEmAEG7GZG+EMaWOQtTELqcztqs2y6+JD2yIV2Ds3SpOJsOmUKnM3dzexPd7OrluEDFKFVqYcmewpR7Qy3WiLfKECHjhcbOwCY1PUqM4ptLSL+qwsFenYmH+trSnlCnM/jtMxBoneskx8zSaccZ+VDQaEy2Mylkkx/8YdNnty30KBFJkSMm3esrdM5clonu1Odg+R0aaFODOXbZVHasSEXO9TlbmWuYl5zQBulEWoJtNobr8otxOLci4IbbNMz6a2rK/Ma83rOjOGCM7rCAFcaU0cuhaSf+0knZQW6X3BtMYG5KR9Vp0nhM0ya73fdDP3hdsvAADOL3XfZtk6hrAdr8hEQFeb5a7UeST7atf6/nf/N98t+vwQSngNmBpl2TwRSYARbESb5QhnSO3JWNmJrMWNL2OzC81csd1mtFkGgENq6zplLoBotewBsc0y2bJ3JjNz+5zM3ONss8y2AWRtOsVqalJBjnVegJ0EwcrQWpxbBBCbuT6w3Y9VhYK2348SckdeKc4oorKanpLGYJnNctvHRt8GvKqaOmRmbu6amUIUw0q08cxcosozFuX8IG4MzmJ2Ym4vw1BC0sguwvUVq84TNDM3OXpuXbDGdq3NsWyWQ5A32Zm5TVkdX1q7BAAHytz+sHMqRQMriYekpjZgrokB+9qRTZoYp+ND6l8NuI772mOIIe13zVo8s1kuEZzEdWMEG7GZG+EMafG7c8pcx40ZoG+RGjInJn8elGZuby5slorDwkqkzDXN3Gi17Azb/dWU7VpQ1jdR7RMioxSosFlWzk5sg5q6KzaA4gZ8LhsM0Duvfq+PXtKbKZvl2Mz1h+1+PFIg7lhxx7WozygQt8WyV/uaBSl858Z9RkEuaGZumc2ykvMJwI2MCaXyjHZ5frBZpNLtNlnNM4HNcp4IqD2fAeHU/ew9Wisyc0n2+ixrbDFpv+gwpBnzQ6rzSC17Wc3cxpS5a/vK3OUZUeZ6jPvaMT/BSNIddT5xjR4B2h+nxcY4jcrciHCIzdwIZ4hzOUgbs4XBArbGW4fC5TXgxdjUtkgl2b9K7XcAXrGRxdj0ZZLVLVjyE7Kx1SxiZSEqc31h20Q2lccUhLFJLhCHst8BCjbLyueWJAnFwstXoWX7HReEzPJk5tsDB3nA2rBuOklF/djM9Yd13CcXCnpJD72kxyvqS9ZXIDdzGcpcy9+/lMSjdM3olpQBGzEhM3OZhFuAe27S5wyIytw2QGqzzLofQ9ra5puezHGfMae5WtDnvz8tgrqUlTkyaK6JyZm5tr0Mc9xn2SyLG4PK92Mom+ULy3vKXJajXRMIrfKkK3MtTU/q+oq43nchTajHaQ04cVpsZMrckugcE88R140RLMRmboQzJBNTWaFAS6FlNtTa1iNOGVokxmbQnJiSTae2HVRIm2WXon4+c65KrRCVuf6w3Y90pn7IzNzcBoZmZx6ANAFwFVoAp1DgMjYWLeW0VcehMrTYRX2KzbLQwisqc9sDsb0+yboR2HcuCGG3yS7qEwkhLpa9XbFZdnHRYF2zmc7MDVRsZBJCYjPXD742y9pkuVC2tgCPJM1UeYryLjsWq+K13lcm7YckKJXFaWnWeUJl5lYpxac9t6abS0Wb5UFvQIlNagLScX9W147MWgjz3EI24DNb845Zi8fM3IiQiM3cCGeI8wJIg/1CnzMw+jI2Gc3cIPY7uUmaokJg2iw7ZpTmv1+Gsgm5iKjM9ccEFrtNcoZWWzJzKaQJpjJXkJ3IKsgBnEKBk0KLROIJaQfFzLcHyEx9B3t9rTFkaX7PqWF9e32q9zmOsClzq+Zq9fExkJ050IDNcojMXPDywULmnpXN1V24ZtJIBHNOxiKuCy5D1sxcosrTKCw2dqLNsgukFqlF+1d1ZS6pqC9VDDJJPIxGdQiynEHIzNyytSMlKz1wJAJrvR/CGar0minsPUPbLM/15jrdzHUa95VJ0kEzc0tqIRTyZsNOPOzIKZOZ21llbon4x5xTbOZGsBCbuRHOkKoQWBszFsvFKUMLnKJ+0MzchFtsNDbL2vbYDCaZ2WzVwShzb23dEh9rxB5sdlBs27Wgmbl5m2WSdeM4HTf+nAH7ah/SuA9wCCGuamqA0MwNbAd1RMXU8uYZILfw0h5DojLXH7bxsUwRU/d6HzCU4q5qny6pPKWWvTSrPJaNaAvWxExlro+auswizhdMwlwo+9eosPCDNBKBrtAKHKtCVeY2TOLprDLXYb2fWYkK9j4uCJmVznZkoClzPdb7mmP+2s7a1O8lwQtrL2BxbhEn5k8AcFPm7ox38N7n3qu+9/dFaJVn8MxcsksZwBkfXWyWtWsGmTJ3t2PK3JrM3CRJMOwP47oxgobYzI1whlTJxNqYsTbUUsUx0D2bZSc2KplBbCY9LbjarkkWYhJl7snhSQDRZtkHtmvAZv8Fzcwl2yyHLBSU5TGpW7UHzj0D7Ll9rghuB1VonmnngwW11482y62BbUyoKhBr3o8M2zpXtU+XbJZF434JIURdmRvQRYO9Jg5xzdjFRprq2DL3MteOo8G+Mnc3KnNdkKbCa0Yq6jOJLkBYq/bQmbmsOg+7FhKStM8ib0ojEZjrq7l+WAe2vMuQxjWb78/j7OJZPH/r+anfS4JLa5dwYflCdq4u69X/60P/F97002/C3/+Pf595iGJYCSFkm2V2ncc27rPOC+DVDKz7anIUjrE175rNcl1mLrDXt4jrxggWYjM3whmuBeKuNHNtakGgnPXNsN8JohhsaNPJ2JxJmmcuCyvJeUebZX+Ii/osxmbIzFwyUz9UVh3At1lmWEi7jI00m+XAVqJHFFoVOeE+MI4M2gilHInNXH9IbZaZmW4MpXibivpBCsTEwhVLeSYZ99k2y6HV1JnN8oRnsxyq2Mi4H6My1w+uNss0QghpDJE0LPKEEG1yEhAgM5fcgGfZbYrcakrWjgzyZois9PxczXA+Mcrcxh3YShqDWud178l78Ylbn1B5LxteuP1CZrEM7D3f0nHrfc+9DwDwo+/5UcqxuWJWx32x41VXbZYl8xnrmpHGRjbM8VYJgRYGC3HdGEFDbOZGOMO3QKy1GGYrc10WjNr2O3RlrnCSZmw6WbZr4gWjQ5NJUjw2NstRmesOq81yU8rclmTmdoGxKbbbLFwzzcYgVVXnwPpWb+aGzMwlquoAXla6VDkSlbntga34XcXU17R/ZSjFndZXXVR5+mSla+WeERUIgEczV3HbHDLn2Nht5tf7mnM1k1wgfc4AZWVuzMz1gpR4xSKEMJtngNyRgZFRGooQwnbRoNmIOpB48o41FGvsEJm5xLka2LtuKVKKA5trZq5aM3flXjx/6/mM9MTCzngHV+5cwYUTF7LvDXqDQ+uPOjx3+zkABzXS0JAKLVjOUGbfEMzxqgnnE8K5edksK10zFnmTDTM2VK2hYzM3ggm7l2hERAHSpidrImNn5royNrvQzHXNhWRsOkMVrnwbg1/9mq/GZ9zzGZU/j8pcf0jvR1ZRvw0KeBZT3xT1Q7O+WQ2LIKq6kjFE2z4aIBYbLXMam0HMsll2scaOzdzwsNrrk9TUeVCUuY7q/k4pcx1JPNpqn9CuBea1nVLmCvPtAR65gElMDaX2icpcP4S2WTbvE4Qsx3ZkCLTeZ+fbZ9mJynabLmRuhsoTIF8zWyRCSZOJlZUuiauSwifLU1OZO07HuLR2CRdPXlR5zzK8uP4iUqQ4v3RYmQvsNYt6/frz+ejVjwLYExiMJ2NVcpYPfNTUgN4YkiQJZb0vHUOoLmXEdbGLzTJNTU2oGTARlbkRIRGbuRHOEIe/kz31WTbLoqJ+x7JUXBnEzE1n08Ud38XHL/zVX6j9eczM9YerTY1h+c5CgZhts8y0pfRhfauq6npzWNteU3s/QHjNCsoRbUcGpooJEMzV5OYZo/HpqxxRa+buxmauK2zPWlVRvzPqfmFER+eUuYICcddUddJ9DMBvxITKzDWv7dK5WTNzicXGmJnrh9B2m6aozyBNmPev+2yAN+6HWu+ziVetILaTyJtt26Opknh6B9fNOBlowEfdr3VeF0/sNXBfWHuB2sx9Ye0FADiizAX21j9mTi1DmqZ49sazAPbO/cbmDZxZPEM7Vgls14w97gMcMrG4Bk48LyZZTlq/AvRJPCyCIxumRlnXzF3fWW/ykCKOEaLNcoQzpGofVnGHbkUcyMoF4FpnAHILaebioy22INOe26A3wNLcUmzmekCST820qcnuxYDZiXQFfKCiPntjxirItYLEw7J/tWzOmGpqk6GlDSuJh6T2GfaHSJBEZa4HbMVv1lydR6jiDnt9FTQzl1ggpo+NwgJxp5S5QjU1sHdu2mQ5gOvEE0rtE5W5fghtswy4ZU9K4UIEZDsyNK3yZKvqWhE5lZvTtEmpQPN54kAD5E0Sad8nVkXrvJbmlwDw3XgurV0CgEOZudLne2177ZC19dWNq4QjdIOUcEtd7zOVucIaOCObOlScFnuP1kt66CW9ztksm+ezap4YzY3iujGChtjMjXCGtPjNWjAO+3vK3JCMzfxE1hXrDEBoIc1SjjBtll2YZIoNtJWFlWiz7AFXdb/2/WgWXCEKBY0pYkLZbRJZ38yCnKtyRHXcJ1qkAoJsH6OAnxCK+kyb5QCs7yRJsDi3GJu5HrBlYnXVZtlpfcV2ZAiQmcssEDNVTEBgZW7gzFzzWoqLBslK1JaZy1T7xMxcP0jtNplZniEVWua1XRr3RfmrxIiOVmTmkkj7LBKPZNxnr/dDKwYZytzMkYE87l/fuA4AODM6UNRK75WiqODKnSvKR+cO2zUrNuAlTgeuYIz7krGOrYBvm82y6jXrcWoGTJixNNosR4RAbOZGOEOqYC0yd7QG+7YxNrvCtgLcM90YuZCMJrzP4kPjui3PL0frDA9InzUW+y9JEsz354Mq4LvI1JcotOgs24AKrXw+WKeUuTY78441zwC5DSDjfozNXD/YijXs7ESgHep+ZnEnhMqzCZvlEK4F+aJ+p5S5Dpm5XVMd+xYbVZW541iUc4G1EdMAiYdhr+9is5x/zhj76iCNQeLakRnLBLjFqtCceAIQbsv2aJoxFkx7bFcSj9ZzlkWrkNf8piFrIrwA+Tx6Y/MGAOD+lfsBAFfvtECZKyXxdGz/KVrv58YXKhGwYfImUxxjwNijsZEpcyvG0tjMjWAiNnMjnOGq9pklxmZx00kr6gfMzJ2kk07Zgvjarmks9GNR3w/m+akD3bK3Nxe0UNDJ7EQJ67trNsuOFqnm3y4otKQqhCPFHUWF1qzZLANx3PeFa1GfoRwZ9AYz2RgM5XwClKsQtJwLmIVvILAyl7jed8nMZT1nQIDM3AZslqMy1w3iRkyOLJf/vgaojgwBbZaD5q8S6zy9pIdBbxDGga0h0n7T1tgAf49GizDyIG+qKXPnmslKNy5vKwsr2fekz7dp5j5y+hEALVLmBrbXZypzQ673Qz1nbJtlgOPAxoYkMzc2cyNYiM3cCGdIbSnN67Q3ZmYS29rdUnk/A6cJumvK3BYoR1iLj1B2m0As6vtCyiBmKrTm+/NhbG1LlLmalr0hiztdtll2VY50pQEPCLKpyUpIms1yILXP4twi1rejI4MrbEX9I40YEOxfGUx9x4iOLpF4xON+ymnEMAvfQNhIhKCZuSixWVZUaAVX5hLG/V7Sw3x/vtGi3J+9+Gd4zU+8Bl/4M1+I21u3G/tcTUgVWuyiPosIKG1UM0nSIRqD+XGftUcLGYWTJ5XNTAO+gX010LzNchkhpGs2y0aZuzI82syVKnMfOPXAofcKCWn+KosICARc75c4MjDW+4znLJTziUEXbZZtmbkLgwXsTnY7pziO6AZiMzfCGaGtG5k2LkBYhRZrke+6genS4kPK2IwKrfbAt1CgbU/GKhRImY1dU8BLFFrmb0DJXyUs8p0ytHLZPtoZMUCgzNyu2ix7FgriuB8OaVqvqgO6SS6QrokBoiND4PxVViOGpvBsU2ZuoJxj81rmuWkWryS2tpUFYqX5ejQYNdrM/TeP/Rv82Ut/ht9++rfxbx77N419ribaYrMckiTNJoQEycwlx6owmrkuDmz5c9MkugS1xm7A8QoIEKfFzMxtSJl7a+sWgHJlrjUzd1/Ve9/KfYfeKySs437RspdRDwm13mc7sAWq81Qpc1Ub8H1OzYAJSWYugKjOjaAgNnMjnCFdDLMKcsPBEECgzNyGFFohrES7XLiSKiEB3QVjLOr7QdIMK+bwad6LACiZua1Y5IfMYyopFGgXQUIQXcqyfbqgqpPej2ymft7KUwtWCy+i2ieO+36wKXMBPrmAmZ0oVQx2SpkbOjM3YPQIO+/S/I1CZObmz81YxLWdmNoGwu3CYIFe1M/jqetPZV+bgn3X4GqzzNp/0pS5LbBZDtYYJJEmALIyV9JkIjmw9ZIeEiRB5uq8e5IZ97VjVQCSMlfoomH+7aoyd5rMXNPMbcNc4WONDbSfTOzkdMhe7zdc52miAc/Yo7Fhzcztx2ZuBA+xmRvhDKkdMYu5EzQzt2SRT1FoBbLbNK9lsK2oNsseTDKtov7uZLdzliCh4WOzrN3MZWTmtmKRz7RdkzRiyDbL+fFJA64Wqebfthe+Af/M3E5sOqWODNFevzWQWvZ2rbgjXROb1zKaZyEzc/MFYvVmLit6pAUExyRJaPejS2ZuV5pMmTI3YCRC09lnT994Ovu6ySayJtpgs0yN6AjpyGAI4GmzduYAn3hFUeY6rPdZYwjAI6a6uCexrhnQfNxD3lkO6KYy9+bmTSwMFrK/ISAXeBSbua1R5oYm8YTOzO2iMlcoRjCvB9rvwMaGeT6jMjciBGIzN8IZoa0bmcw/QB5qb/7tSuEbkFuJMjedjdvvMG2WB4sAEAv7jhBtOgsqT032MMDJzHUhTdCVuYGzE7vSqPZl6mvn+gCBSDwN2CwDAR0ZiDbL5u8WIYN43DfKEYZVO6G449IY7OK472OzrEVyZFpSAvJrJllD+4CiFBcqtIDDpDLNNRajmet6zcy/mnP1aG5EV2jl8dT1p7I5tMnP1YTVbrMBm2XKuN8Cq3amDb3IiSf3nAHtb+ZK5qfiGDJOdTNzAZ5DiI97EqOZ23RmbhnhVmvcN8pcdp3n1tatQ3m5gHwevbZxDUCumbsdvpnrrPIUxCi4gknelBLAu/ScSUkTbAJ452yW02izHBEOsZkb4Qzphtq8TrsIEjQzNzdBp2kqKpq4gF7UF9rUMApXwYv6xfxVhYX+4lxs5vpAagNIVeYSMnPboPZh5m6HtNsEOA0LJ6JLzlqoEyQe4ZzGZtkC4RwZWMrcFCm2xltTv9dxQhtslud6c0iRqtp+uyi0ZnLcz6l9tNeOzPEDkK+JGdcM4ClHpM1c1rkxmvCZrW3ASITRYNSYQnY8GeO5W8/h0bOPAuiwMteyXqpSaGk24VmkCUBOAGedF0By4hGo+9kqz5DuSflaiDaZmKE+a4N7ErM+5zqGaEX8mDpPEzbL+bxcQE7WePbms0iQ4L6V+7A0t9QKm2WfBjzQARKPQ9xD12yWveupig34TtssV8wTRt0fm7kRDMRmboQzRIUrZmZufy8zV7uQ6mqZxGCiBi3qk4uNVJtlgS0Iy2YZiM1cV0g2nUWVp3YRNVhmbskivytW7RILryYagxRlrqO1UFeILoC9YWGeM4b9a6jiDnPcX5pbAhDHfVekqV0lVywQJ0jUCwUAx/5VSghhKCFZ9voSZWOZI4NWw4KpPAPCEq8ATuFKur4yr2Uo4BnXzVURY/5VbebOjRob91+68xIm6QQPrT4EoOPKXI98+64otEISQnpJD72k13h2IlBOvNKOZmIpc0VuXqRGDLBX6wnhyJBX5ppxX6vpCfAc2HzGkC7aLPsqc5+58QxedvJlmO/P4+TwZCtslsXW2GzL3hD2+mwHtkB1nmIthCX86ZrNshlLozI3IgRiMzfCGdIiSNdsln0Lcl1RMQHuDOJO2CwHXDBmjM2OMuZDQVIgzqs8GTZXwTJzc4thykKYZEsptW5kquoY6jNXoov5V7XQGJjE0zU1NSAv7jDH/djMdYO42Eh2ZAB0nzWX9RVbCRnKXp/VgGcqEICw1wzYW4eEsNs8dG7YJxcoFvWDZeaWjPvqytyGmqqX1y4DAB449QCA7u4zbCSepjJKGc8ZICeEsKzaGWOISOVZmKu1iVdUm+WAeZcAL8M5ZL49wKnP+bgnjSd6NQNjs0xv5m7dxMnhyUPfk86jT994OpsnVhZWWtHMFe/RyPb6IdX9XVPmShXw0Wb5MDJlbsUaOjZzI5iIzdwIZ0gWw8wCccjMXHYOAq0g52n/2hXFoIstiOaGemk+KrR80Bab5SCZuexFPtPWVlDcyTfggfazUV3GfVpWesjM3I7aLNuuATOHLzZz/dAGRwbGs+Ya0dGl58x13Ke5FgSyoAf4ytxQRX3zWibxKlhmLmkMWZxbbKyp+uL6iwBmoJkrzU4EZ30F7D9npH11aEII5dykezSye1KQOC2ySxkQjsTTRIwFwCHculr2ajmfmEYMk8QzSSe4vXW70ma57l65tXUL1zau4cHVBwEAJ4cncXMrvM2yq3uS5Dq7gmVnDriP+7NYT2WtHbtmsxwzcyNCIjZzI5zhm8OnNZGFzMwtY2xqLzyAMPlgbFsQqs2ygy1ILOqHh5j13TGbZd8xpO32hoBfAx5QthJl5PC5sL4LKgQt0Fi2QgYxc2OWjfuhNp1x3G8NXG2WWY4MQPNW7exxn0kEFDkykIhXzExIoB2ZuaFcNACezTLjORNl5jZgs7w93lbN3K7C5fU9Ze79K/cjQdLZ+ca23mc34AGeehWYzTFEssZlu2hQlbmSWkiaUkipAKcB70O8Atq/DvHdo2mdV5IkWBgsUMk0a9trSJF62Sw/c+MZAMADKw8AAFaGK53IzGW65hkwSPsuRECWAxtT1OQaOZX/vga6aLNsy8xtghAScXwRm7kRzpBuYIpsK62JbDjYy8wNssjPMTYZE3S/10eCJHg+GDMPuOnsRKYtSCzq+0Gaw8cqyAEcm2WXQgFd3R9A7VNswAPtt1l2HfeBvSaTas5U6MzcYgO+KxlawtgA8/r896dBHPf9kCK1FxsTnsoTIFm1C+xf6TbLTGWu41ytqUBIkoSmPAPc3Wpmpahfdm6axCvmXN2rKV0USTzjyVj1fmzKchM4sFk+t3xur5nQ0UKg1GaZPe6HIMs1NoYEyMxl79Hm+/PYGm+pvqeTRWqOeKW5JgYCZubmCLemUa1KuCWsQ1xJE4A+EXA04Galm+ZrsZkrIUWZZq5R5o7mRq1QAFrdkxpQec735w+NvRqQHCc7d5tJAHepp7JqxV2zWY6ZuREhEZu5Ec4QTWQlah8t5o5hJIVY5OcLxEyWbUj7V3qxsSW2IBoFnljU94M0043N+g6lhDSvZar7Q6l9qKxvos2yq2Vv2xXHgJxB3Mg1a7jYWFYgBmIzNyRclbmTdEIpogLNjyH0Zm5LMnMl84QrWFbEgDA7kbneb0NmLpF4RcnMdVR5as7VWTO3gcaqUeaeWzqH0dyoszbLPi4alH31DNssB8nMLdR5NEkTQAsyc/PjvnK5NJS9flOEW4ojg7B+Zf7VdmRgNmKMLXJVZm7dvfL09acBHNjxM9YUPpCqPIt7tLbbEbsQwGlOPC2rpx53m+WYmRsRErGZG+EMadMzz4wG9JiNZhILucinWiYRLCac7F9JhSuqzbKHLYjGuZnCzvr2+tTvdZwgVY5Qlbn9PWWuGc804DqGMBXwTS/ygXKVZ9vZqC4ZWvk5rQsNTymJh5qhFeh+bMJmOY77bght2QuQM92E6v4ukSZ8ivqztibumqpOqqY2r+1KUd+JeJUbQzQJIWbsb0SZu36gzB0NRt1V5locGZqwWWY1PAF3m2Xtpmew/FWyzfKwP1Tfo7UlK50yp3lG4bR9ve9CljtE4lEc94f9IbZ2dQUkedzaugUAXpm5mTL31IPZ76RIG4kCqINtTMiuGQ6y0vPf1wCTVBaynhrKgY1ZTzXoss1yVOZGhEBs5kY4Q1QgLlH7aLGj+70++kk/aGYudZHPVOYGzPah2SwHtAUZze01c7VV4rOONtgsG3KBsZrSQBsyc0MW9dnKXGaB2NWyl2FFHMpKlLkxC57tQ2hUx42ZH9pA4pnV4g4tK70FdpusTEhgNvMunTNz99dA2vbY/aTPIU04KLTU7Tb31/xNuDJcXruMxblFLM8vd1qZa7XbbMBmea43p97gkNjrH8pOJJA3AaJVu03lmSPxSBqJrjBrx6bz7fNEQEaeOBBOTd1LelzyJoMsJ3BkYI8hw8GQWuepslmWrFefvvE0+kkfF09eFP9OE7C6JxXV1JidmgGbEJKJYxpe7xfrqRQ19X4NXJPEw4ZZQ1c1c43wJ9YMIhiIzdwIZ0gbFuwchLbkXWpapAI8xibgvvhg2L/Oki1ILOr7wdW6kWK3SVD4+44hnSjqC1nfzGYuYwwRWWPjaIG47TlTgPx+bOSaBcr2YTSqzbgfSTxukNgs5+9HbQU8wFWOBM3MJVm1S1We7EZMyEgEujK3BZm5mvOZgXbDwkmZOyM2y+eWzgHYUwR3VZlrVfs0ZLMMcOxf20AAD0UIYUfhALp7NJf1fp54xYh7CJFzXFxfAbrnxlhfuZKkAf21I1uZa2yWfZW5963cl72Wpdp0hVjl2YDtd9Ok/aZslhl1cBfHK6aa2vzduoDMZrlirRlrxRFMxGZuhDOkzEZmgXg4GFIUnkBYVR0QXpmbIqVM0LNoC2Im6K4WWUKhDQotBrOxDQqtUM8ZcJjEw2C0M87Nlalvfqft1mSATAGfP++u2K4B8gIxg0E8HAwBxI2ZK2x2m8BRIiCjMQg0b9VOb+YGIk0AR+02tQmOrIYn0I5YlVAWqcDBuWmfF8Br5kr3MeZ3GMrcRmyW1y7j3PJeM3c0cFPmPnblMfzRC3/EOjQntMVmGWh+7djEGEKzarfZ6xeIgF1o5s7yuC9WU5MtUoEASkhyZm5TytyqzNyqv2eapnj6xtNZXi4ADJKWKHM9Cbea60eqMlfoDMV4zgwBQ7NJDYR1vDJg7WWYMPWuaLMcEQKxmRvhDCmzMWPIpfpFfaoyN2DeJcApXEltbYEGio0N24JEZW770AabZaoyN6RCi7CZBvzsNgFl1jfh3FwytPKNasZ5hSrIAXvnxmjAs2yWreN+yaZT67ziuO8HH0eGTilzAzoyUEk8Lci3Z6iYgPCqujZk5jIU8IB+M9dVTQ3oK7SaUuZO0gleXH8xU+aO5twyc1/146/C69/5etbhOcHHZpnheAVw7PVnsTEozl8lNuApytwWROEAPIKSiHjVgBKSYbMsJUkD+o4MjWXmOtosX9+8jltbt7K8XMnvNAVrY7AwV89kZi5pDDH3tnYz1zW2jtGAZxHAmdhN95W5FXWhWDOIYCI2cyOcIZmYyor62gVi7YVVW4o7DEs50SKfbClHtQEUMqPz/2osPuIE7Yc2FPUzZW7DCq2y50w7bwQgKSFbkpkbyiKVpfZhFEAA+XMGdE8x6GoHxWjmMos7swipciQ/hmjbv85qcScUWQ44PO4zshMZ0SPSfQzAd+IJmZlrzk3bRhTYb8I3PFeX2iwrntvi3CIAfmbutY1rGKfjrJm7MFgQ7zPyubCaGbG+kLpoZNaNgvvXFYy1Y1tqBsEycwuODF1o5rqqqRliBIA07ksb8ExlbqAYi85n5lpslqv+ns/ceAYA8ODqQTO3Lc0wH8It0P5mruQ42fXUTJmrPL+7ztWUa9YSZbkLojI3IiRiMzfCGVLLk+IErbmhDpaZ20CGFmuRL83QYtmCsBoW1qJ+wWZZk/0XJ2g/tEXtA4QrFLDszEM3BpnNXIb6zEvto5yZy8o5ljbPAGKTKRC5gGndGMd9P4htlpnZiQRyQRscGZjrK5F1I9Mam7Amdi3qd64R45iZ2wllrmNWHdBdm+XLa5cBILNZdiH5Pnvz2ezrqxtX9Q/OEW2wWaaO+y0YQ0IQQjqpzHUgXnXSkUHgxHOkNqe4l2lDjAWwt0dTbeayM3P3bZaLylybCOL5W88DAC6euJh9L9/AHE/G+KkP/lSQKDDb2rGMJJ3/vgbMvd247TfbZpmkzLWN48W5muFQ2ZbMZxdIM3ObiOeIOH6IzdwIZ0gXVuxcDkazAgibdwlwVAguTH2aYpClHLFZeEWb5dbB1WaZYQPIuB/bUChgPWdSCy9qM5eZx+SYE6N5XkmSUIo7Tgot0pzGUMADftaNWuc17MfMXB+kqeO4r1yQAzjkgjYotLIxpOH1FdBMJELI9f6hNTHB/jWEQquoPutCM9eJLGciEZTPrSmb5cvre83cu5fuBuCmcv7ISx/Jvr60dkn/4BwhJdxOwBtDmI4MriQe9TFE2YY+O6/AhNtQmbllpH1th5CQdZ78+sp8TwsMBzZXkrT5HYYy1zwb2jDKXNfMXDO+XzhxIftefp/8zj98J775330z/rtf++/Uj9kGaW3uiGueYt2RMu47ksq6pMyVqqmbqPOEVpa7wDaWtkUtHzGbiM3cCGdIi9/5RgygXyAOnZnLWHgAnHwwqWUSsK8YJLCtWDkeUvYfY/FhCjub41jUd0EbCsShCgX0Zi7TzlzQiKHa7wSyyiuqfbQzcwGelairQiv/PQ0wsqkBPzuoqMwNC5Hap0AIYZF4GieENOHqQoroCF3UZ6lXAbl1Y9cUWq7kTVYzt3EXjZJio2YjpimFRabM3bdZHvQGhwrDdfjDF/4w+7oNzVwbiaeMcDuLJB6GEw8QRgFvfp5fX2k3qUNn5rLH/XE6Vm0OzuwezcM9aZLq2usbAifL+vXW1i30k35m429gq5sZ0s/55fNHfmdnspM5M/zOM7+jfchW2NaOTdosazY9XUllXVPmSvYxxTGk7Q14NnYnu+gn/cq/AytuKiICiM3cCA9IGe3MCVo7iwloz8aMwthsQ3YiyTpDnMtB2MAMB3sL/BAWNl1GGwrEDJtlUWOQXCBmLRpdWd9dGUNcGvDsYmNbMnNVbddIjFSfPCbtZi4zQ2sW0YZxn2FH3BZXl2B2m4XsxC4QHJ3X+wSCI7B3bvmxVwPSor55rXbD00BbdeyiqmMqtAB9clIRpkift1kGZPPoe597b/Z1K5q5Hnu0WSHxNNEYDPGcAc0RbjXXWZJr0MRczSDdtiIKJ3CMRebIoOzmZcZ91pr/5tZNrCysHBlLbOtVM74b0k/+d3Ynu1ieXz70uiZhG/fZamqA68jgWufRJLskSYIEib4y1zKGFJ8zRh28izbL48m4Mi8X6OY5RXQHsZkb4QzJAjBJjtptaudyMNjsgMxuk7oxYylzW6LQajwzt8JmWaPgOOgNMOgNokLLEa42y7NY3MkXCjQX+aEySoEGLLwCWWMX1T7ambkAUZnrWNTPf08DocZ9ZqHAFHbiuO8Gqc1y1xRabXBkADgkR+kYYs5J0vx1BcOKuC2NGJYNYFuUuU0rBsuK+gyFFjM/ETiqzHUpBv7RpT/Kvm5DM9e2dmyCLMck8YQe97WdC6QF+ibGfYA0VwvHfYazHMDbf7qS5QCojo+hFPDMWBWAP+7f3Lx5JC8XOOosV8Tzt59HggR3Ld2VfS9/DW5t3QKw14R+/Mrj2oddC6l7UhPkzZCkMta43+/1G8/MLauFAO2v87CxO9mtHUe7eE4R3UFs5kY4Q2pPRs3MZShzXdQVxAk6VJZKvunJtDuh2L9KrFxI9+PCYCEW9R0htQFsQpnLYBCHtPBiFK0AGeubTeKhbswC5jEBPPWZRFUH8O5HhlUeILeDYowh0WbZDylSa7GxOIYw7MwB5aJ+S6wbQ+avsufqkOt99jUDwhT1zWu1VUwGITJz6UV9skLLwFeZm6YpXlp/CZ9+/tMBtKOZK7VZbmK9H4pcwCbxNP2cAd3co/mO+9rrEAq5wDUzl9CopipzHfdomntPhko8D6PMLaJIdMnjf3///45feexXkCI9pArM75NvbN7Ivv/P/+ifKx91PayZuQX3JO18eyBgZm7u3FiuLv2kr67MlTbgi/XUttd52Nid7NYqc5MkQT/pR2VuBAWxmRvhDOkGJj9B217vCqoytw3qigCZuWXnpqkY7Pf6SJA0biFdZDZqL6xiM9cdaWov6rMVWsHsd3KFK8Yin1EcBhzymMj2+kDYRgwwm5m5LIISzWbZsVCgqsztR2WuD6TK3Pxz1oWifltcXVj5q5IGPFVNHXi9zyRvsjIGXZW52vMZEEYxSLdZbkqZu34Z8/35TK0lXa+uba9hnI7xqrOvAtCSZm4LbJYZz5mvEw9r3NfKX3XJzJ1FVV2nSTwujlfoBmnfNzO3S+P+ra1bODk8eeT7VcrcNE3xvb/1vQCA7/rs7zr0s/w1uL55Pfv+tY1rqsdsg428yW7AA9wxRLoO6ZIyVxyr0rE6DxvjtN5mGeCQUiMigNjMjfCAqHBVotDSHuy1lT6tYdm2IDOXlgeszCAG/G2WYzM3HHzyVxm2tsDs2W2GyqYGGsxjaviaNaUcCZ2ZS7VMCmWvTygQJ0mCYX8YM3MdIR1DulbUb42rC0PB6nDNTMOC0qwgnBfQjvU+EKaob17LuGYAUTFocYUCDqt9NNeOjSlz1y7j3NK5bB6TzqOmYH9++TxOLZxqRTPXRggpNiwkBBJXUBwZWmKzbM6t2PDxhfQ46cpcRqyKo2XvLJJ4mHs0huLYiXhFUnkyx/00TZ1tll9cfxFr22v4G2/4G/jRv/ijh36WH+tubN5Asv+/qxtX1Y+9Cm1owAMHivo2xGkxlLlaY76B5Brk6/tUdX+HGp+7k13rOpNBSo2IAGIzN8ID0sLVERsGReb3fH+eomIC7E1q81qGehUIl5mbZ0d3TjkiKe4U7ket6xabue5wZhDPoO0a6zkzC0rG+Bi6UMBU1YmuGalADMxuZi7VZtmhuKPO1B8MGx/3n73xLN7wzjfgPZ94T6OfqwWpUryRAnGgYiO7QBzKkQE4mNO6QHTxXe/TivoB7DaBAxIPo5kbMjOXNYaw5rMiXlx/MbNYBuQOF0aJdXp0GueXz7eimSt1T+qcE4+kMVhWM1BuVGuPIdI9clN7tJCWvQyCI8A7N6/MXMW9TJIk+o4M+8+ZKyGkK8rc7fE2diY7ODE8ceRnxdgAg2dvPgsAuG/lviO/U7RZPj06jdXRaqPKXJ8GfGfGfUmjugFCSL9HslkW1IqZ9f0u2iyPJ1GZGxEOsZkb4QwpO5qt0GKomAB5I4aVgzDXmzu0ANCAa3GnU6pjy7mVLfIBvcXHaDCKzVxHSG2WmYUCKoNYuOlkPGfZZjoAIaSo0DLf0wKl8O2YoWX+7ULDog2ZuTSbZaF1I+uahSDxfMdvfAc++MIH8Y//4B83+rlakNgsF9eOtCJqw2qfxtZXIbLSc2pISfPXFZQ1cUsKciyCksQa27x2kuo7nwD65E3XRoz5na4U9Q3SNMXl9T1lroF07XN9Y6+Zu7qw2ppmrpVwW1BoScYcV1DG/dStycSqGWgXv6XOXJ1U5rYkK51FLnC5ZgxVHaC/DnGaq5Fz81JsMDGVuXd27gAAluaWjvysOJ8ZfPzmxwEA95+6/8jvHLJZ3riOUwuncGZ0ptFmrqsCHuDEqpi/haYdsagG3oTNckKwWRaq+6kxih20Wd6d7FrHm6jMjWAhNnMjnOGcmcuwYejrF3faoq5gbDrboNAC2mGzrL34WBgsYGN3Q+W9jgt8LHtZhYI2MDYZlnIhrNrL1P2a50a1WZYW5PYbFozMXIqqTpiZS2vmMu0NBao6VlF/YbBAz00s4t1PvBsA8Oq7Xt3o52rBlqEF8O31qTl8gVWerPWVyxjCbMQ0btmbJBm5gK7MDZyZ2wllrgfxSjvfvgmb5ZtbN7E93j7UzJWuV40yd3W0iruX7sb1zevB1SC2cb+JzFyWnTnQgpqB8rq4LcrcNmXmdiXmx/Wame9pQnvcb4PKk0niMc3c0WB05GfF+czg2Rt7ytz7V442c/M1RJPFe3p0Oowy13GPpr2vDubIUCA42l7vA21lbpqmMgJ4SYyi5vjYRZvlmJkbERKxmRvhDMnERM/MDZSl0ujGTLn4LZmgzWsNu5FhB9W0YrDKZlmzmRuVuW7w2XR2oYjquunsWja12G4zTSnWjaGtsZnqCkrepUNRn7XpNLaUoXLPmMWdJsf9Z248kzUQumQ/lYcP67sr6ytAbtXOLKKGyswFeI1BJolHSirrkkLLh7zJaOZqE5RcGzHmX0pRn9jMvbx2GQC8bJZNwX51YRULgwUAfEtoG2zjfp40AXTHicfV/rUrY4h0jVu8ZuqkVIJCqzV1HsZexnF9xTy3xtf7ZLIck8RjxACLc4tHflZ0LTAwjgsXTlw48jv58eDOzh0szS813sx1XRMDHSSECB1CWM9ZL+mpKnOz+UzgnmReyxBrddFmOWbmRoREbOZGOEM6kR3x1Ndk7gTKUmnEdo3F2HRUV+S/p4UQisGyBSOgdz/GZq47XG2WZ7UxyBxDQlj2sgvEVGtsYYHYbF4ombkN54kDDShz958zzYKylFAGcJW5TY77/+7xf5d9vbHTTScIyf1YJAJ2xfkEaIdCK8QYUrSU68K4L21YmOJ3p8ibDnN1mqYUe0NAn1zgk5mrvXZsIjP38vpeM/fupbuz70nvk8xmebSK+V4z+b42tIG8yWqeAS1Y7yufm9RVpyn3pKadeLqalS6t8xxqwCPhOEMFtNenNHP3STyMsTRT5s5VK3PNWGNwa+sWAODUwqkjv5O/t+7s3MHi3CJOj05jY3ejsb2DyPmEHIUDtCsrXV2Zm+grcwH5mhjgZOZ20WY5ZuZGhERs5kY4Q7qhZipzGZtUX3VFV9ioEpYt0C0bQIktSJHZqH3dYjPXHW2wWQ6VmduU3ab2otGVEDJJ9S1SQ2VoldlHd+GatSErndGsaIPtWtPj/m8//dvZ16b40zX42CyzCsQzSeIhODK0wbKXapEqvB+7oqoDPOdqZXtDYO/cKFl1QiWk+VdzHZIkCeb781SL/RubNwDsqWsNpE4yV+5cAQCcGZ1pTVG0DeN+aCeeLjUGfTJzqTnHAV00mLmyQPOZuWyyHEBQ5nrGF2mO+5kylzDumwZrmTK3OJ8Z3Nrea+aemD9x5Hfy+2TTzL1r8S4AaCxD3WVNnKk807F6zcC8H2Pt6Ho/qjdze7qZudLjzI8hlMzcDtosSzNzQxPrImYTsZkb4QzpBoY62LdAXcFSr7I2nWKLVGLDQttmWWILUrRZ1lYhLAwWsD3ePrLYjqhGK5j6gRqDTRV31JW5DlbttKJ+IEeGQ8rc/fmMke3TtAU9UE4uaDvL1rW4Y/7VHveZVptF/P4nfh+vPfdaAMCd3Y42c9NUNO4zsxODkXgaKO4wbJZ9GoM0gmPDczVwULhiq+pmMTO33+sHz8xlnNt8f5469t/eug0AODE8KNRL1ZdG1Xt++XxriqLS+7GR9f4M2ixrNwYltRCgm8Qr3wY8K8szRJ0nRUqLwgHCZ+YyGvBMe/26zNziPsbg1tYtjAajbF7Iw9xbG7sbGKdjLM4t4qHVhwAAT11/SvXYq+BLvOoKWQ6ovx/NeEHNzFVW5koJjnmbZQZxoqs2yyJlbofUxhHdQWzmRjhDWkhlKnNDbcwaUdUxGJsexZ3897SgbbMsuhdzWcCAPlPf5FIxmfqzBleb5Vla5DdBmtDOqgNk16B4bl24Zq1R1QWwoAf458awpXRRwLMag8NBc5m52+NtXLlzBY+efRS9pNdZm2WpQwi1QByoMdjUuB/CXj+fT92VRoxrw6JzylwHe31mUd98hgZcGzHAHnlTuxEz7A+p6/3b2/vN3JzqSvoMXFq7hNFghOX55UYsoSVoA3mTsnb0JG/a/hau0G4MulrQA91RU7dmvR8wMxfg7dEA/XVIG2xtzVjKIMbUZeYW1asGNzdv4uTwZOn7mefm5ubNvfcdLOLh0w8DAJ68/qTOQVuQjY01bYYy1zzWGNK0HXETY4i2Mtdl3G9ErNWhxuc4FdgsE2o8EREAUH/n5fDv//2/x6/+6q8iTVMsLy/jH/2jf4Tv//7vx87ODm7cuIGv/uqvxhd90RdhY2MD3/M934P5+XlcvXoV3/Ed34HXve51uHr1Kr7v+74PKysruHbtGt7xjnfggQceIJ5aBAuSiam4MbO93hVBmfpoiKnfcJZKvunJ3HRqFsCl92L+tdoLRsOm3NjdKM08iTiKNtgss+zMgfDFHZrNsmP+ahfU1K4FYlpmLoG12QZHBvN3arogl28wAd22WX5p/SUAwLmlcxgNRp21WZ6kE+uG91ChgNCICW37zW4MMpoVLuO+ZG53Raiivvl5E+TNUJm55ty05zPgsMWhKYZPA5/MXMY6ZDgYNq7MlT4Dl9cv49zyOSRJ0pqiqI/9K2NNDMymm9fMZua2wImHTeIJkZlrXjtJOfb62vvPNlwzJjFGkplbpsytauaa58bk6i7OLeLh1f1m7rVmmrku14zlmgeQSfuBxxCaMlei7mdm5rbEUcQFu5Nd6xo6KnMjWBA1c9fX1/ELv/AL+Lmf+zkAwEc/+lG8+93vxvnz5/Gd3/mdmEwmeOtb34q3vOUt+Of//J/jC77gC/DlX/7l2NzcxNvf/nb823/7b/EjP/Ij+LZv+za87nWvw+XLl/Hd3/3d2ftFdAvSiayRwT4QU5+trgD0C1cuxR1pocsV2pOZSKFVtFlWViEYZW7MzZXDh6nPsrlqepGft02iPWeBFFqGhUtr5gbO0GIX9XcnuyLVuhSu4z7DnixJEvX70YXEw1Lm5u31GeqGPF66s9fMvWvxLizOLWZMfgkev/I4rty5gj93359jHZ4YUpvlJgrEDHV/6OKOeladQ8MT6Na479qw6Ioy1yXvEjgY95nK3PFkDCgs31yLqOZf9WZuf0hVu5Yqc4XPwOW1y7j/1P0AuA0IF0ibTE2oPEO5urDji4CwmbldIW+6RnQwlGcAj5gaeq4G9s5tfWdd7f1crln+OdMkKJnxlzGW1mXmFtWrBre2buGupbtK38+MB/lm7gOnHkCCpDFlrq/Qogt1Hm/SvnL8iLoy12PcZ9QMGHs0NsaTqMyNCAfR0/e+970PDz74IH7wB38Q3/Zt34ZPfOIT+M//+T/ji77oi/bepNfDo48+iqeeeurQ9xcWFjA/P4+trS185CMfwete9zoAwLlz53Dz5k3SKUWwIZ3ImhjsNRdWrWHqs5S5jqo6QH/xoW6z7GC/c8hmWXHBGJu57miDzfLMZ+YGzk5kFIipGVoSy979nCmAo8wFCHabgvwb81rW/Tjfn29cEcO28DLjfhOF8hfXXwQA3L10N0ZzcmXunZ07ePTHH8Wb/8Wbs7EpJFLIxv2uWTdKnpumIjqaHhsBvnUjK3oEcF/vtz0P2PWaTdIJtsZbGA6GKp+fh1lnN9moLhaIx+lYfa4eDsg2y/vK3LzySvIMTNIJXlx/EeeWzh36nTYUEF1IPAx1P5MA3ob1PjCDmblEEo9rA157DGE1mdpC4mk6vii/vmI04BtR5pZk5mb3YmH9fnNLYLO8tW+zPLeI4WCIe1fubc5muSUuGqHjtJiODCxlrquLhuR3XMBwLWBjd7JrrStHZW4ECyJl7uXLl/GhD30Iv/Irv4LJZIK//Jf/Mu655x6cOnUqe83KygquXr2KW7duYXl5+dD3r127hsnkMKtoPD46AP3Yj/0YfuzHfiz777W1NdfziWgA0omMOdgz8iukRRAzkUk3PK5gNZmsE3SB2dilRX5ohRYQm7kuaJPNcrDM3JSo7u/rZ+aKxpBCw6LtCgSgRRlauWKjuTenhXNmLnj3oyrxyoWpn2sMmr+xBob9vebH5u5mNgewYJq5dy3tK3OFmbm//rFfz76+vnkdp0enKccnhUSZWywUdKGonylzA4/7g94AKVI1e2qX6BGgAWVuw4QQgO/Eo67M9VBTb4+3VWyQixgk+8pcJfWIaxHV/MtQ5moqz4rIlLnDEmVuzTPw0vpLGKdjXFi+ACC3Tw5YQGyNypO53g/tyKBMdvHJTpzVRsysk/YpytyADiGs9RVzLJVk5uaVuWma1tss947aLAPAw6sP4w9f+ENV96cqtGWuZmalhx73tZW5rmtiQN/pEGgXCU2KmJkbERKiJ/DUqVN485vfjF6vh8FggDe+8Y147rnncP369ew1169fx9mzZ7GysoLbt29n379x4wbOnDmDXu/wR/X7RwsN3/Vd34Xnnnsu+3++KRzRHkgnshQpbWFFKcg5bjqZVsRA+CwV2iK/YWvsfKER0M/liM1cd0g3nU0s8ptuDDal0GLYLIvzV/fHffW8yxbknmWZuawsT+Vzc71m+e9pIYTNcqamngF7fZOZe/fS3U6ZuY9feTz7+rlbz1GOzQVtIvHMpFW78rm5FHfM6yVjjiuYDXhJo5qprtA+N59rtj3ezsgpmlBX5rZE7UNX5u43c5fnD2ogkvWqUV09tPoQAK41qBQuSvFG1vsBLXvZhJAQ6v5GiFcNNwa72IAHPMibKScrnbXel7gMsa5ZE8pcaTP3zs4dTNKJkzIX2Gvm3tq6hasbV/UOvgI+hFuGi4b2GgTwszPPf08L2spcXxJPF1zK2IiZuREhIRpZ3vjGN+IDH/hA9t9PPPEEvvEbvxG//ut7rP/xeIwnnngCDz/8MD7v8z4v+/76+jrSNMX8/Dw+9VM/Fe9///sBAM8//zzuvvtu7XOJaAguExk7vyIYU59c+AbCZuYyCnKAvg2gaMFYYrPc1aK+wfr2Or7vN78PH7360cY+UxNtslluA1OfYd3YdNEq/3O2MrfpMaSLjRjAb9zPf08LIWyW801q8zuMcZ9Z1DcoZuZKm7lPXHsi+/oTNz9BOTYXSElleReNLtgbSsbxJor6IRVawN6zJikou4JpjX1cM3Pz9yNNmZvPzFWA7/pKm3g135/H1phrszwajA4pPST7wqeuPwUg18xtgcJF4loAdHu977p2ZFm1h8jdzl8zdRJPoKz0JtbErDnNOp+hg8pch/vROJMAuuO+GT+YmbmjuaM2y3nHPAOjuF0ZrpS+n3luisrcR88+CgD473/rv9c47Fq4PmfmX9Zzpq1g9YmtYyhz803+aSE9zvy4z7Bq76LNsjQzd3ey24rIo4jZgshm+ezZs/jSL/1SfOu3fiuSJMHnfd7n4e1vfzt+4Ad+AN/5nd+Jmzdv4nu+53vQ6/Xwjd/4jfi7f/fv4j3veQ+uX7+Of/gP/yEA4Hu/93vxvd/7vfilX/ol3LhxA//gH/wD6olF8CCZyNj5FSGZ+uziTij7nXzTk1GQA/SzPF2UuawCsVmAS60vNfC1//pr8a7H34Xb27fxE1/6E419rhbaoNAKxdTPL/KZap+mlZD5n7MKBb2kh17SC5p7RsvMZSlzHR0Z8t/TgrrNskQBX3Bk0L4f8zbLbFy5cwUAcHbxLEZzo8yWzYZDzdxb4Zu5IptlHNgsd8XCqy1qn1AKLba9fig1tfl5I+v9QJm543RMa+aaOTJUZi7rmg37Q6ra9fb27UMWy4CsYffktT1l7sOnHwbQLZvl/LhPXe837AzV6LgfQN1vXkvNOW5aTZ2vX03061dAO8ibjPUVECYzFzgagTarylyjuLUpc4vN3G95w7fgZ//kZ/HTf/TT+KKHvghf+ZqvVDqDo/B10dCMwgHakU1NVeYybJYdhRZdcCljQ5qZa16rFaUVEQEIm7kA8A3f8A34hm/4hkPf+6Ef+qEjrxsOh/hn/+yfHfn+6uoqfvInf9LjECPahjZMZFRlbkArFyBcZi67EQPwbJZdFoxdttsE9q7lux5/FwBgaW6pkc/UhpTZSGXqh87MJefwNa08A/jZiYB+7ogLg5h5zVgNC2sRtYO23yIlZHKUxNPVcf/qxlUkSHBq4ZSTMveZG89kr2+LzXJoR4Z+r48ESbCiPnUMUSY5tsWRIZSqzvy8U8pcRzW1cRYYDvRtlrVVMW1pntFtlrdu48T84WZutFmeDoyagWvDghbNFDNzxXB1dWGp+7VdCwA/xSBtj0YQWohcXdiZuYQGkyFnjgZHlbllzVzTpLXaLG8etlk+MTyBH/6CH8aX/MKX4Ft/9Vvx9le/nZadKxJaJFzCLcAbQ9pAku73lG2WPYhXFMJtB22WpZm5wN4aLjZzIzShP4tHzDxcJjJ2Zq6q2seTqc+yTJrJzNze3KG/3bRwySidFZtlY6XW5GdqQ9pkYjc8gQCZuU3YbWrbXLnabe5fty4QQlyv2axm5nbqfvTIY+ryuH/lzhWcHp1Gv9fHwmABu5Nd6yY+TVO8uP4iPu3cpwEALq9dph+nDVJSGeuaGcz1m497aFKhpXVuLgotgDfuh45VaYS8GSgz14xfTJtl7SaT1Loxm6uVXTTm+/NUteuNzRtYWThsoSm1WT67eDYr8jMbEFK4rB1ZxCuA2xhsy7gfwpGhkQZ8w+v9LqqpgZaR9gPZLHdRmWves2wOLtavAHsz18wVRWUuAHzxy78YX/LyL8HNrZtZfAsDXo3ByZhGmgidTZ3/nhZYylxXEg8rCqdLNsu7k115M7dDiuOIbiA2cyOc4TuRaU7SDPsolyJII+qKhjNz83bErEU+rdgoyKo7ZLOseC823cz9wCcP8suldpttgwu5wNwrXXjOXFSenVRCtoD1HcLCq6mGJxDOdo05p83351WLIC5FVJa9fpaZS8xONLh65yrOLJ4BIJ9Db2/fxvZ4G6848woMegO8eOdF+nHaICEXsAvEADHuQaAUb2QMUTo3ad4l25EhdKxKmqbZ89b2DGdXNbUZv+Z7BJvl/XW2dmZu3TVoan3FzD67unEVZ0ZnDn+mYH3w5PUn8fDqw4eO0/Y7bLiSJszvdGEMaUszty2ZuV26ZqH3aCz7V1fSvnbzDNi7buN0rDY+SscQ0xhkROEwXQ7M/V2m1qtT5lZl5mbK3K3DylyDP3/fnwdwWBigDRdHhi6SeNpAktZW5jrVwPefbUZmbteanka0ZhtvGDWeiAggNnMjPOA6kTEyR0JZJpmfT1Ji3mWgzNzi4oNhv6JebHRQxMyCQgsAPnbtY9nXXW3mprBnJ7KbuSzGJiC/H5nFHVUFvIfdJiuPSdtm2VVVN8uZuYyNGRCGXMC28DK2pE3ZLJvivnTcenF9r3l7bukc7l66ux3K3BbYLAMHzRgtSJqeTTWZAH2ynCt5U3vtyMi3d1WfmfFLW8FKy8wVrq82dvbWkEyb5Sbvx1IisfZcTSzKbY+3sba9lpF3ss+0PNt3du7g0tqlzGI5f5whbZbN+sp13Gc5XjUdP9JFlWdrGvCMOo/ner/tc7XXHo213tcmFziq+7umzDX3d1lebFkz19gnVylzi3N5sZlr5ghmM7ctVu1m7o+ZuXa05Zp1zWbZXIOozI0IhdjMjXCGaCJDbiIDz2a5acam+XkjtmuBMnPTNBVdYx8MkuaLO1lRHwdWLl1u5uYX4KYQ1zW43I8sRQyLNAEI78fcGGIrmrgilO3aEda38jUDeLnboQtywTJzm8g5DmD7PSsknjRNceXOFZxdPAtAXgR8aX3PQu3upbtx99LdWXM3JNJURuJhOboYhMgUb4LEo13Ud2nEmNcz1o6M4o6r+swUcbWzrkJn5jJtls38r52Za1tfFRVaDKcJgFPYv7ZxDQCOKHNta7qnrz8NAIeauXmb5Z//k5/Hj/zejzReIPUpEEvWLa5gEELaZtkbM3PtEBEBS6Jw2u7I0Db3JIBALghYm2O4ARqYeaSsGZTdi5Bn5g779c3ch0/vuTc8ee1JzyO2w5cQ0vbnDJCNdeY8uqjMdR33WdbYXVGwZjVKy98hKnMjWKinEURElEAykbEt5UIxNs3Pu1bUlzCdi9eMydhskkHcVHZiUyrZJ68/iVMLp7A72cWdnTuNfKY2XBSDXVLmSu7H/GZaWjRxRb7hM8T0ihvpcTYyhpBUdWKmPjkzN7QdFOOaaWcMujbgzb+McX9rl2uzfHv7NnYnu842y6Z5e/fS3Ti3dA4fvfpR6nFKII17YFp+A/rN3LZkaLFslkOP+1TyprDYaP6m6spcVmaucH3Vpcxcl3PrGuHW4OqdqwCONnNte6fnbz8PALj35L1Hj3Oyg7/z638Ha9trOD06jW95w7eoH3cVWqPyJK2vAHcnHm3yJsuRIbSLhmmIzHJmbigSD3uPBuyPjwrcJ5faXP4509yjmXNi2SzP9eZKn7ciKRWwN3OLc3mlMvcGUZnrYdXOcPMyz5l201O6vhqn484oc33GfcY165qC1dxbUZkbEQpRmRvhDJeJjNbMJSysXDadjagrGs7MbXyRrwDXjZn5V5P9NxqMADSnzH36xtN48NSDGA1G0WZ5CoTK4WukqE8qEPcsS4Zi4YrViKHYbQose5lNplkf9zXnalerPPNvF5W5V+5cAQCcHe0pc6Ws5Zfu7Clz71q6C+eWz+HOzh2sba8Rj9QO6dqROTYCHGWua64s0H7rxraofdoQq5Ipc0usEKdB6Mxcs4akKHOVM3N9CbfaxCumSuvqxl4z9/To9KHv2/ZOL9x+AQBw4cSFI8e5Pd7O5qn/9Ox/0j1gCzJ1f+CsdIbax6WZ20RjUNuJJ7QyN0kS9VgVJxeNDq33XUk85n6kuCexCErSzFxCtFu/10cv6dFslqscP4r7GECgzLXYLJ9aOIXTo9PNKHMFIhKW0ALgxWm1gbyprcyVrq+KczXLNa8rNstS98CozI1gITZzI5zhOpFlSibFAZ+xmXYt7nSFZQu4KbTMBoZpvxMiQ8tcX20mWZM2y2ma4tLaJVw8eRGjudGxslnuwiK/LYUCWg6fY6GApe7XtiIGHJS5rMzcQI4MTTTgtW2WXYuo5l/NczNWZuxxP1Nq7StzpeuDvMJreW4ZAII7OfjYLNMIIcprR+l81kiBWNlm2fXc2n5egLsKYVYzc834VbRm1ECI9b75OauoD3BVWsXx3iBTGFUocV5Y22/mLh80c/P3lvn993/y/boHbIFT3iWxqM+KsQAcnHiE46kr1DNKXZSQOLhm2jnHQPj1PnuPFjIzl7neB2YrMxfQdxgyMMrcMpQ1c29u7WXmriyslP5O8b2KzVxgT517HDJzWXUeV4IjoF8rpilzHVw0GLnbXbNZlmbm5mMvIiI0EZu5Ec7waQzmv6cBBlNfzCTbZ//RLFJbkp2ovfAAiDbLLbDbbKKZe2PzBrbH2zi/dB6jwSh4cd4XoiYTuM3cJEnQT/qNq32aVGiFKuqzVZ6hGvCNXLOGs9KbssZu2iJ1VsZ9o9QytpvS4oQp+JxaOJXNu4zmgwtSpKLmGdP5BCApcwO71QDhSDzstSNrbAQ8lLktz8x1aXgCzWTmhmrmduU5y8Nk5haVuWVF/TzKlLnmubm1dSu7zh+9+lGqIqsIV9KE+Z2uFPWB8I1BWkaptM6TppScY4C43heuHVmEkDZk5jIsUoFwqmNmZi6wN0c2rczNu0IZ3N6+DQBYnl+u/B1Dzhr0BqXv/dDqQ3j+9vO0/YtvY5CVv6odzdQGZa752+UtuKeBy/oqT+JhRU51pZkrVuZ27LwiuoPYzI1wRhsmMopFqiMbtUtFfddi4854h1Lc0VYd+9ptai4+mmzmXlq7BAA4t3wOi3OLx8Jm2WyeKHZQ/bCFAukm1RWhCgXFoj5NVddwA77UaUJ7A8NS5rYkM3d3squ26XS6ZiApcwfNKHMzm+XFgs2y5Rm4sXkDwF4zty2MYIky1xTkGI4uBtrjflts19qQw8co6jNs11zmtBRpZzJzXa9ZE5m5WuoR32au9hiSty/WxvrOOoCjhXprM3dfmXtu6dyR4zSW+6848woAwM//6c8rHnE9XEkTaZqKagyuyPJXAzqEsGsGs5i/GmK9XyQ4Avrr/TbM1UzyJhCGTEx1T1KOizFwVeaae6Yu8sGM/WWqXODAwcHsL7Thk5nbJRKPSz2VJfwxY1LVmsAVPmpqZs5xV2yWxZm5RBJgxPFGbOZGOEMy4bIbFlRlrpBJRrPwYihzBZvjjAGYptgeb6srEIAw2T7FxbC2LUiTzdzL65cBAOeXzx8bm+Wt3S0A+ooYgGC32TILryazqfM/N+MjpVCgbLvm24DvAomnNZm5JEcGVxKPajN3n/m+Nd5Se88yHLFZFja2TDN3ZWGlNYxg6f2YIs0Kcp1R5gqa1Oa1XXFk8FH7MMaQUPn25ud5Za5205NGvBIWGw0hsJizp4HgNsukMYQ5npo1/WgwOvR9WzP3uVvP4a7Fuw6tk83XZt/wZa/4MgB76tym4LqvZhW+Tf6qtkLLvHfd5wLdzMyVjiHjdExpwAO89X7oPVrocd+cm3aTGggbHcB0dWEpc+vqbWXj/ngyRoKk9lqb+byqmWucH4wThDba4shg7u/dVHe93wbypiEraJPlXK+ZNmmC4ZrHRKbMtYylbdmHR8weYjM3whmurKRxOqYw5ICwxR3z2dpNJpoy16EgV8cUnAY0m+Wac8tvps2/jGZuEyrZTJm7dA6jwaizylyXMcQ0Syj3YwDL3jxpgpahxSrqS/NX950LKIUC7YKc4BqY8SVN05nNzGWrK4ADBuu0kNyP9GbufrHEkE1YMDbLRWWupJk7Goww359vjc2yy/3IIssB+s1cp8xcYrExVA5ffk6TXGNXhIxVObLeV16HqBOvHK8Z1WZ5f/5XH/cD524zFRZmTT+akzdzJ+kEf/rin+I1d7/m0PfNNX1x/UUAwMUTF3FyeDJT8TYBScMT4F8zQJ+82RoiYOD8VeZcPdeba3zcb2KupuXbW8q6TSpzm1Ydmwg0ZjOXMebvjKvrbfm9p4Fkb23IpqGauS7X7JBlr/K+WnvvCbTHiUd7fSVeO+4/Z+azu0DiYcKMc1GZGxEKsZkb4Qyf/FXW5kWzOCkt7hgbQDMg04o7DWfm5hcf2+Ptbtgse9iCaN+P8/15JEiaUeau7THszy2fw2jOLTP3237t2/CGd75Bzep0GrjYLNOVuQEte7tSbGxTZi5DVQcc38zcYgOecc20sxN97fW7qMw1Nmiumbk3Nm/g1MIpAJx7ywcim+X9n3dOmduCzNzQCq2dyQ5SpOprYu3CN+Cu8uycMle4vmrCZjnUep8VicC0WfZR5n7s2sewtr2G151/3aHvm+fQNHNXR6u4sHwhI4U2AVe7Ten96wNGrIpNIVc27rNiVUI5Mpi/aReK+s6xKmR1f0hlLqsRQ7sfBefGjECjZeZOqmPNimIEQGZt2xplrktmbkcse13FMWxlbpVbhytc18Tmd7pA2mfCzBHWZm5U5kaQEJu5Ec7wmcgYiypAv/ANyCayNE3pytymi40ZA3A/H2xWbJbNz/MLRk32X5IkWBgsNNLMzau0FucWsT3eFrHyPnn7k/iJD/wEPvjCBzP7zZBwsllmKnNn1LI3pL2heX3Xmrm1ytzchnrWMnPzxCuGiwYQpmFRVI10VZlrii2m+CLdEOabudl6qQU2y9JiI7NArK7MbQlTP3T+qil0dmFN7Npk2h5vI0GiP+63JDPXkFM0wbIBdG0Mtv05y8OmzC0jY/5v7/3fAACfcc9nHD5OY7O8TwJdXVjF+eXzeOF2c8pcaVGfraoD9MmbbbHbDEWaMNe0S3O10x4NvNztWd6jscjEkigL9h6N0sy11Nvy9StApmC1KXNXF1YBEJW5LcnM7SU9JEiCOfE00cxVt1kO3IAH9OdqJjKbZcszGZW5ESzEZm6EM9qQw8fYTLtOZCxlrnbDE3C/Zp2zWQ6cy9FUM9c0Yk8tnMqY+5LP/e2nfjv7ukmLtSq4KJnYytymC8RFJaTt9T4IlZ1YzAfrwiLfVe3DKu7McmZuZnWltOl0VVeYfzXPzdjrs5W5t7ZuYTQYZeOftAh4c+smVhZWALRnE+nS9GQXiJuOschIE+hOUd+lEQPk5uqWWxEDHuv9GvXMNAidndglZa5vM1d7rm6TMvfG5g2884PvxGfc8xn4q5/yV0uP8/rmdQD7ytwTF3B98zqdhGTgYrOcghc9Auxb9io7XrkoIc1aQZs4EVrlSVXmKtssu7q6dGWudiXxmHNjkDdDEpS6mJlrq7flrYgBmbWtGfttytzrG9ddD1eEttTmgNl14lG3WXZ8zgCONTag76LBhJQ8EpW5ESzEZm6EM1wmsjRNMZ6MeSqmgEV9mjJXOf8GcFdTb4+3Kc0zdZvllrD/mmrmZkWZhVWngtL7P/n+7OsmWflVcLFZNn9XVmZu03lMRQv6/Pe0oM6MdiwUmA01i/XdNFMfyFk3smzXZjgzV9tmWbI5Zjdzm7JZzjdlgelslluRmSskhEjZzj4InZmbnVvL18Wu9vosFw1GEUSsPksSpGnKWxMrj/uu16yLmbnS9T59rm5BZu6vf+zXsTvZxTe//puPXENDODJYXVjF+aXzANCY1bKvzXJXivouzTPWs6ZNAHcdQ7pks+y7R2M1c0NZY3dJmSttDDaSmUtoxHgpc22ZuYFtll3XVwDPsndWnXhCO58AvMxc7WvGhPn7R2VuRCjEZm6EM3yshdquPAPcF4x0ZW7DmbnmvNN0z2aZydQPabPMWDA21szduI5hf4jR3MjpGfjAJz+Qfd0GZa6XzXIXlLkOTepJOhFveFxBU+a2oDEYQk1tfp5XU9PsNkNl5hIb8CHVZ5N0QlH7NGWzfGvrFk4OT2b/LdkQbu5u4s7OncxKjUEU8EFbbJa185hcSROstWPocZ/lokFV5grHEPaaOHRmrhnPNNEWZW7b11d5bOxuIEFyRL1Z1cz96NWPAgA+6+JnHXmvorrXKHOB5vYBrmQ5ZjN3rq9P3hSvr5Bia7yFYX+onpmrTQB3HUPM51JyjrWVuQ6uLkaMYHu9D9SVuY4N+DRNqRapQJhzS5HSSDwsZe72eLt2LVhs5kqum7kGS3NLpT9vW2Yuc//Z7/WDkni6osz1VVN3oQHPRFTmRoRGbOZGOMOHlcRiRmsurFwXjLOWmXuo2Ng1m2WXjAcCk2xhsJDZozFxffM6VkeFAr1go/v41cez6/nJ25/kHaAQPjbLjEIqg/Xt8pzNqkLLqGJYhYJxOi7NjvOBK4mHVdwJlpnbkDU2oGgH1QK1jxlPm7BZzjdzJYWyl9ZfAgDcvXQ3gFxmbgtsll0LxF0hhLiMjay1Y7DsxP0xhKXMpRAcHZ14bAVXX2iTeFxdNNa31wF0IzM3y04UFhtZxCu2zfLCYOHIOVY1c29v3QaAQ3OEQb/XP3TPmsxcoEFlrmeMRRdIPK7kzc3dzSNqaQ1oj4+uY4j53C64aEhqBk00YmgN+BYQbkPF/BwZ9wlRODSb5Zq1YF69Csisbde21wAAZxfPlv7cuPZc2+Q2c6XjPovYDpBsli33ollzdEmZK91Xm2xq89msa9aVpqf0+kZlbgQLsZkb4QxXy97OKXOPeWZuCp6lXMicmFmwWc5bZ0r/ltc3ruPaxjW8+b43A+iezTKrQGzes+mifqaAR0ofQ0JlJ5pxn1XcAZrNXzU/ZxYKtK8Z0J7MXLOxDaEcYW2mk2RPPcVW5t7cvImVoZvN8uX1ywCAc0vnALSHESxR5pprasbGLrC+XUkT5jpoE5Ro9obSuZqlzCURHIHwmblF8sK0cC3q39y6CeCguKuJ0MpcOvGKZLNctFgGqpu5pmi/PL9c+n7mveZ6c1icW8SF5X1lbkP7AFe1D7OZq10gdlVobe1uURTwoTNzmVbt2oRb38xc7XWIdvSIT2bu7mQ3G6M1wYr5sa4dkwZslglj/s64XjxxRJkrECQYks+Z0ZnSn/d7fZxaOMWzWW4B4dbAEMC14LOvzn9PC6FjLMzvdIHEw4TYZrkl+/CI2UNs5kY4QzKR5QtX43SsPtgzlCaty8xNGy425hoxLEs5bRVCWxYfTdosZ9aZwoXBk9efBICDZm4LbJZdiiCsAjGwX9xRtl1zIbqYxSqr+B2KqW82MNp2cgDPqj10Zq62ehVoT2ZuaBIPazM9HAypytw0TY/aLAue7RfXXwRwoMxlOJn4wGncJ5J4KPb6wufMkOUAns1yKOtGc160JnXDRX3zc6PMZayJkyTZsxINlJlrkM/l1kLoYiOzqA9wxtPN3c0j9shAjTJ3e69of2J4ovT9zHudHp1GkiTNK3ONmlpAdmnCZjl0Zm4nlLmuWelM9yRlm2VJo7qJRkySJOgnevavrsQrU+eh5MCTlLm2uk0v6WV2vea/NcGyWbYpc4vNXIm1rZkXziyWN3OBPacGus2yq4tGBxqDPvvq/Pe0wMrMDe10COgLLZiQEn6iMjeChdjMjXBGGwrE/V4fCZIwmblJQ5m5gbITd8Y7SJFSbZZDZScCHFuQ0dyomWauh83yx659DADwKXd9Cs6MzrSimQs45PAxlbnKxR1XxqYZv7TZ0SyFlou6f3eyS7WlDNGw6BJTH3C3f92d7NKUkMDsZSeylbnrO+tIkR5qtEj+lkeauYQ8Zh+42CyzSTzaVu1O4/6YM+5rF/VdFVqsuZpx/7quHVmFb0C32Oha1DeYRWUu024TIGXm7liUuTiqzO0n/UqbbPNeZt/QdGZuW4hXAIe82aZmbujcbUpjUFuZCzu5IC9GyKJwSE2mkFE4rDitUON+E1E42+NttXWjgU080Ut62X0LyGpYRplbN6+fHp3G9Y3rbgcrhDiiA8lezjHpmgHhY1W6osx1mavNayXEAh90SpkrvHejMjeChdjMjXBGGzJzgf1FvnLDExBOZCkvM5dht+nSgM8KckSb5RAM4q7bLN/ZuYPN3c1MmSu9T0xh/54T9+DCiQvBM3N9Wd80ZW7AzFwWISS07ZpRMnXBqt3l3NKUt+mkjfvCgpyx/WYWd9QZxIGtG9nK3JubexaoJ+fdMnMvr+3bLC/v2SxnTiYdsFkuqjy7cD9KmtSHnE8mOxj0BurOBSx7Q0lBDuDN1SEzc02BmKXMBXT3Mq4uGsDeM1amBp0WrHFfut5nuWjQbZYdlLlr22s4MTxROZaY9zL7htOj05jrzTW2D3BdX0kbiT7QVMAD++O+w5p4a7xFyaYONe4XawaM8ZGWmSuIe0iR0iIRAF0ysc8ejabMDUgmTnEwhjCy0lOkqpa948nYKp4waxADibuceSZPzJc7NgB7cwFdmRswCscgRKyKOY/xZCx+Nl3BUua61FOZmbldaeZKSYNRmRvBQmzmRjjDlY1Ka+b25lQtT1wXH6xGTC/poZf01AtX1qJVcrggN9/rjs2yiy0Is5mrzdjMwxRf7jlxDwA5y8ss1lcXVnHPiXuCZ+Z6s75nJTN3/7ybIISEsl0bT8Y0ZW4oy96iDaA2Uz9j2Tac7VNsMjGKO+r5YC3JY2Irc29t3QKAwzbLAncLk5l71+Jdh34ntM2yS9OzEVKZYvFbur7KiqgdGBtd52qWMtc48YTKzDVFfcY1AzjKXNv9mFcInlo4RYlE0B73vZW5hKI+wBlPrcrcEpvlqrxc4Kgyt5f0cO/Kvfi1J34Nv//x39c67EpIbZa7WtR3WV+xlLms50xMAN8luicp2yxL9mjAYXt9gLcOCZWZuzPZc2CjZOaSbJZd92jaYwgj3k1yf+XrV4CbtW2V/T6w18y9vX2b0lzydrzqgM2yqwOb9G/hClaMhYTowqynAvouGkxISYNRmRvBQmzmRjjDVe1D89Qn2e9IFx+sRgyg32RyuWbMIqq2zbLrNQP2Fj7axZ2FwcKhLDwGnr/1PADg4omLAOQsL2Ojc3p0GheWL2B9Zz2z4AmBzOaqJUrxpjNzDxX1JyRlLsvOXHhuzLExZMOCqfYJ7cjQxSZT8GYuWZlrmrllNst145Yh/hhLzdbYLDsUQZg5fIz7UdIMy7u6sPIFgfDZiTS7zUBOPHRlrqJiUFqQu/fkvbhv5T4AHItlQD8HXmKRCvDHfarNsocyt66Za/5WRpkLAA+cegAA8OZ/8WYqARVw36NJX+8D7THEldi+tbuF4UBfmZskiW5j0HXcJypz5/pzh2xYp4VkjwYcJe23XXXsSrxiOp+wlLmu6n71Zm5Pn8QjqQGY8zKQWNueGe1l5Z5bOlf5mtOj0wD24ru04eqexNpXA1DNpgb8BE3572lBndju6XTIaMBrR6AxYeammJkbEQqxmRvhDFdWEstTf74/HyRDy7CSWMpcQL/J5GKNzWTZsjLdgtss9/fY1hu7G6rvm8fzt/ebuSf3mrnShdy1zT1l7unR6SxD8aU7L7EO0wrvAjFp09m0Ah44uB/NtaMpc0PZrjXQiAll1c5S+2SWSUpFK8A9EoGlzNUu6rfFwoutzL25tW+znFPmSsb95249h7sW78pUQNkmMjAj2CvuoSO52y7jPtvesGmFVubqQr5m2pEIwOxl5krnsyRJ8Jce/ksAgKsbV1U+uwgzR4Yi8bAiEVqlzN26XWulaZ7JfDM33/x95sYz0xyuFW2JRAAITjwQOE0kfGUuoBsZ4+2eRCK2A4rrfcc9GjvuIVgDnhxfBDTfZMoyc8n2+qrNXEEd0SiODSTWtv/lm/8LfurLfgqfdv7TKl9jmrkMq2UXxytmAx7Yux8199WuJGm6UjzAuJ8Xx3TBRYMJ6fWNytwIFmIzN8IZkoksby3EtFnWzr8B5LkcVGWuMivJ5ZpRWbYsm2VhocD8DkOhBXAZV0aZ+7KTLwPgZrM87A8xmhtRbIJc4W3d2HKbK0Cu0MrymPavg7bVVejMXLY1NhDm3JgF4tCZuUxlrnZR31Xt03Vl7iGbZcH9/9yt53Dvyr3Zf7dh3DeQFr+7VGx0Vftsj7e5ZLlAJB6mJSVDVed6zbqQmStdXwHAX3pkr5nLys0LnZnLsm5kKSzSNMXG7kZpw89XmWvWYsZmGTh8vX/nmd+Z5pCtaEskAqDb8ATke0lzbpu7m5TMXEC3Ud0m8iaDoCTao+030JiZuZQGfIvIcqFI+6xxn0HikdQRizbLEjXkQ6sP4a+//q/XvsY4ctzYvCE7WAe0hXALEGyWHUnS7Gau1v3o43TIEmt1qZlr1rcxMzciFGIzN8IZPhNZVyyTAIfMXJJFKqC/6XSyN+ySzbKHLcg4HXdikV+EUeZmmbkONsuGgdnEcdrgbLPMLBT05g4ttqeFa3FnZ7KDXtKjNQaD2W0SCwWhMnMNiUe6cHeFduEbcMvyNPavXWmeAeHVPk1l5q4MS2yWK57tSTrB87efz0g/wMFzGHTcTz3t9TsyhkjurczVhfScsYqoYuIV2dUlpIsGs5kbIjsRAL7goS8AALzxnjeqfHYRbcnMVVdokRQWO5MdTNJJqc1yXuFpkKYpbm/frs1FNM3cPCHoHZ/7juzr//V9/+u0h10L6RhixkaqMpdAkpaOIeN0jK3xFleZ2zBJ2lxTJnlzkOgSlFyuWZqmXIJSCxrwXbJZlu7RuqKEBGTK3GIzV0sNaUhAa9trU79XEW1xvAJIpH0HkvQE3WjmOj1n+9dXohL3gfZ6n4mozI0IDV05UMSxgGteAGuwV1fmumbmju2MOl+EXHzMss2ydIHpiiaapFfuXAEA3LV4FwAHm+WNa1kztw2LiTY1BvPkAo1Cravd5ngypp+XBqTPWabu71jeJSC38GKN+9rqVcDdDmp3stuN5llL1D5sZe7NTXeb5ctrl7E72cXLTuSauS2wWfYuNnaEXCDOzN13ZOjCuO9ibwjwXV1CuGgMegNsj7eRpinlmgFhMnOBvXHlsW97DHct3aXy2UWEzkpn2W2y1vsbO3sxLWXNXOBoUX97vI3dyW6tMrfsPb/woS9E+o4UX/PLX4Nf/PAvYn17HUvzSxqncAQu5E1mIwYIE18E7J2Lmc8YmbmAbqPa5TkD+Jm5gC4x1ZVwC8xeZi6VtB9ImWvU1F2y15fcX8bJy2CSTlSum7Hnv711e+r3KqItjlcAQZnrETWY/54WWM1cSazKIWUuIzNXeb3PRMzMjQiNqMyNcIYzK4k12PfnVBdVrhMZS1UH7Bd3Gt50FnPPOmWzHNjKpYlm7vXN65ldMuBms2ws1tqgzHXddDLzmLRtKV2tG9lKyBDPGcC3xgbCjSFmg6Ftja2dKwt4ZOaSciGzPODAdptdVeYeslm2NOyeu/UcAJQqc7tgr29+zs6qAwJm5nZt3BcSQrpksyy9ZueXz2N3sotxOqaq6ppuwBu88uwrM7KfNkxxS2tOa4vah1WU29jdb7yWZOYCR5u5t7f3ivB1mblm/Vx2796/cj+AA9cfBtpCvAL25pIUqdr96ELiMdd2od/+zFxXwm0jmbmB9mgzn5nbgfWVq2KQtUdjONxI1kxHlLlKAhnj6EBR5jo6XnXJZtmVJN2VuqOX02HMzBXburdBTBMxm4jN3Ahn+LCSutLwBOQLRpa6Agi7+OiSIsZVTc1i6jdhY3l94/qh3CtJ4XZ7vI2rG1dxbunc3nG2gBnmbLPcQLZP43abSZJtOrtyXsBsFgpcNzAse31tS0pg77o5ZeZOOHMazWY5MIlnOBhm1pgM3NzaU+auLJTYLFeM4aaZW5qZ2wJHBudxn9n0VFSOOJF4xjtcspxWUd913CfP1dp5l5JrlidFGFcUbYTKzGVjVu3126LMNUV4SWZuWTP34smLAA7mDAbaMlcDnPtRSuK5s3MHAE+ZG1Tl2UBmruac5kS8Gu9g0BuImvauCGGNXZyrtRueAM9mWWrVbsZl7fuRMe4bYknddSiO+1oCGTNvGFKQJnzt9RnCn36vHzNzBfBxOkyR0qyx83+7NkNaV25D/TViNhGbuRHOcGkMpmlKa+bO9+fVizuAW2Yuo9AI7Bd3Gs4HK1rlUbNUAtkss5j6TSlzVxcOmrkSS8VnbzyLSTrBQ6sPNXacNmTNM8v00yS5QLWoL2TqM5WQLDtz10IBs7gTqkDMslnWzsx1ZepnTeoZJPEwlbkAb3NWpsy1/S1Llbn9FmTmGhJPCwrEwTJzc64us0SaMGMnVaGlrcwVXrP8c3T30t1qn59HqMxcNoLbLJOsG1kKC1dlrmnm1ilzX3vutQCAe07cc+Rn5t5mNnNdyJt0ZS5h/+nazGWp+0Pmr1IzcwNFIuQbg10g7bcpxiIkqSxFSm/maq5DJOOdIX8baKkhmTbLbXJkYIhjbMdpmtJNNHO13KHaSLzSdCpjQVpXjsrcCBZiZm6EM1xZSePJGL0BZ2OmXdwB3Ir6nVjkp35F1K5YJgHhCwWNNHM3ruPh0w9n/y1ZGDx1/SkAwMOrD4t/hw3fxmAnFKwedptdYEZ7W3jNWGMwTVOeMlc5M1ccG1DIOWY8Z9p2m20Z9/PF4SH0FTemmZsv1tvGrLbaLLsqc5n2hgxCiDgzN90rNrIanoBuviAgH/fZlpTasSqSa3bxxMXsa1YzN1RmLhuhm7nmc7XvR5rNsqMy1xTh65S57/7ad+M3n/pNvOXBtxz5WSPNXM+iPuP+ZTjWSB0ZzLU1BDBttEHl2YVoJp89GuO8AE7OsXMUDpO0r3w/WgUJObIc0A1lruTcSpW5CoIEps2y6x6N5ZoH7I2NWiRpwC9qMP89LajbLHtaY7NiFAFQRVNakJIGtfdnEREG4am7EZ2DZCIzE7iZyBg2DAzbNUCwYEROXcFS5hJYtm3YmIW2SGUvqliTdJqmR5S5Eptl08ytUub+/sd/Hzc3b1KOuQq+Cq2uZAy62m12hc0OyBVazEJBaMvezihzPS1SGeSCkEX9cTrmNXPJTdKbWzexPL98aP1kVebe3ivM55tQbdhESu/HI2NIFwghrgXiro37LYjo0FwTA/JrdshmeYljsxwyM5cJbfKgazOXbrc50SVvGoWjqzK3rpl7bvkcvu61X1f6M5OZa/YJDLisHY11I8BV+2iu99tis6zZGGxVZi5BTS3doxmVJ6vOw7DGFq+vOkS4bcu4z3C4kTQxi+O+VmYu02a5Le5JgL4y1zVq0DT7tKMvQtosAwfPN+WaJbpjCBPmGRZn5kab5QhlhN/tRXQOkg1MkZXEskzSXFS5KFhT8DNzQ7AaAa5CK7TNsllUaTPJ2Mrczd1NbI+3D2XmSv6WT994GgDwwKkHDv/OeAc//yc/jzf/izfjHb/zDsoxV8FZ5dkAg7hxu00ke2MIiRASPDuxQ9bY0vuxyPrWbnpqZ+b65p51ocnUFhIP2+ng1tatQxbLgP3+f/bGs7hr8a5DDYE22Ou73o+ds24UFGrYRMBe0kMv6empmKQN+IYiOrTtDSXX7BVnXpF9TVPmzmhmbiiFVrGor/2ssYpymc2yVJm7X4Q3CitXnF08i9WFVTx+9XGv35fAde3IVGhpK3NdmrnmWtU13qfBoDfQV/e3IBJBXZnrkZnLUuaGIPE04nwSkMRjnE8Aos0yQURSV5MyNcf872jUsIzjD1WZK6mnpjmVJyl/VdtmWUpwzMeqaLtNsJq5Ujcv8zdlXbP8Z7QZLjX2ftKPytwIdcRmboQzXFlJtGZuj2OzLC0UsDNzg9ksExUxjM00ED7jgV0sv755HQAOZ+YK/pafvP1JAMDFkxePHOePv//HAQCPXXlM/4Br0Ca1T+jM3N3JbmeaFYB7A74L6n5XOyiWdWOSJHtKUiUrYu/iDuE5C9mo7vK4f2vrFlaGK4e+Z2uQPHX9qcyJIfudFtjru9osd0k50qYCMcWyV7h2ZI4h2k480muWP5czozNqn59HzMyVwXWPxirq93t99JKe+rif2SwrKnPrkCQJXnn2lXj8Cq+Z67veZ64dNYmArsrcpbkllc8uImhm7rhjxCuHPRor3x4gNeBd44uYauqmBQm5nGNgdmyWzXkZaGXmLs3vjUUUZa4jSbpTylzHqMHt8TZlPlO3WXasGZixi+mi0YVmbiYSEjS1tUmpERFAbOZGeMCVlbQ72aV56jMYcm3JzA2uqiNuzEKcW5eL+tc3jjZzJZZhn7z9SZxaOIXFuUUAh4v6L6y9AIBTNKmDs83yLOcxjUnKXNJm2rkR04WcY1cSD8lmGdhrejaemdugNXbTFtL9pN9MZi7LZnnz5hFlrllL5Ys7Bnd27uCFtRfw4OqDh75vxk7zXIaAdNw3PzcWprNWIM4cGUhrx5B2m2xXF3VlrlAp8a6vehfe+sq34pHTj6h9fh6zmpnLUmiJIxFI2YmAPrkA8FDm7mfm5jPVXfHo2Ufx0p2XcG3jmvd71MGVTGwcGSjXjLAuljxn+XOnKnMDr/ep16zhBrxpMrEaMUDYBry5ZoxYlaDKXPCUuea8ZiUzd9AbYDQYZfOIJpwzc4W5oz4Y9AaH9oHTwjUztyvNXF+bZUZ9XzsSgQmX+gJj3RgREZu5Ec5wZSWxFKzz/XnsTnazzeK08LHb7EJmrqt1xvrOOgBkDUBNhLZdk2YbuIKRpZJHpsx1tFn+5O1P4p4T92T/bRZ/a9tr+PjNjwMArm5cVT/eOrSpQBzMbjM/hnTgvMRj4/65Z0z9DqjqnOyg9hsxAO9+DJaZ2yElpOu4P0s2y/m1VRHP3HgGAPDQqcPK3CRJMOwPs0J5CHiP+x24H9tC4gHCFPXNz5mNGIZVnnQ8eOsr34p3fdW7OpGd2KrM3MCxKqyiPsBRWDStzAWAV555JQDQ1LnOKk/yGAKEsVk2YDVzg5J4GnDzUm3ACzNzm5irg8WqdCi+yGUd0jVlrqSJaayIs99RyswF9iz625SZy2gMmvdUc71ycKccp2Na7jbNZlk4hpgxmeK8qTyGMOFSV47K3AgGwu/2IjoHF1YSM1s2pGVvmnYnM9d1Y2YKBMaCRRO0ayZk/82SMldqs5xv5poF0hNXn8j+FlfuXFE/3jq4sr6z7ESmglVRKS4t7pgxpEvMaFe7zS4U5FqlzO0RlLktKO6EtsbuojJ3kk5we/s2VhYO2yybcy5r5v7UB38KAPApd33KkZ8tDBaysfSPXvijxhu7vvcj1W6z4QJxkiTYGe8gRcpT5ioyv10bMZ2yWRY24JvAXH9OTTnCtCt0BaMRA7g3cxnP2nx/Xt9mueHMXGBPmQuAlpvru96nOvEorotdm7mMfTUww5m5gfdoTGVuyMxcZgOeYWcOCJW5TWTmKjuEAPUWraZJbTCejNWanqPBKCMRacKVJM22WQb0nKEk4/4hQRMpVkXdZtlxvd+EMrcLzdyozI0IjfC7vYjOQbIYNhM4U8HKWOQDDkX9jmTm+jZiGMrcYtbCtHBZ5He6mVuizLUVpG9v3cbt7dulytyPXvto9r2rdxpW5jouGNe215BgT1mmDQa5wDmPiTg2hrbwolq1N60+w4GaOn8cmhj0BsEyc5lKSFOoCHFuXVXmGuuzk/NyZe6//LN/iVeeeSW+8jVfeeRnC4MFbI238JtP/iZe/87X4+/9h7+nfsx1yGyWhSpPZiMmZGYus4gKzLbaR91mWdCAbwKa96P0mjWBJEnQT/qzqcxl2CzPojK3hTbLmuO+VOVpwLRZbnq9X4zo6AJ5s22ZuVrucm2KwjHNnZiZa4evzbLWXmY0N8pIRJpwcfNqIjMXaHYM6bLNsnSPZv6eXbhmTMTM3IjQiM3cCGf4sJKYytymJ7J8oYDJ2Gy6SV0876U5fQZxkiR7RZBQNsukXA4GYzOPUmWuhczw9I2nAQD3r9x/8Dv7z8xzt54DsLfpur55XS1LRAKfAvHS/BIlA067Mehqt7k72e1ENrVzoaAB1ncIRnu+mcsqggQj8XQsoxSQZyd2kcRza+sWAFTaLJt53WB3sotLa5fwKXd9SinRwChzf+5Pfw4A8BtP/ob6MdehTeSCkCSeTMXUI+XwKRYLXO312ddsZ7KjF6sibMA3AU0Fq3S93xRC3I9NNHPboMy9s3MHwHTE24dPP4xe0sMT157wfo86iPefJqKjAZtlzf2n5DnLN3BpNssBopmOuCcR6zyh9mjsOg+goxh0JtwS92hZnWfWMnMJcVrSZm5+vT9OxyqZucDe3EFV5kozc1NuZi7QbKxKl5u51nNDQZmrdC/moV3DYsLJZjkqcyMIaMduL6JTcGEljSdjnvqMsMgHZJvOFCk2djYqN93TwmzMVBmbwqK+AdMOKnRRX3vxEUKZaytIf+zaxwAALz/98iPH+fyt5wEAr7rrVZikE1zbuKZ/0BXImPrCMQTgEAsATraPyG5zfwxh5TH1kh56SS9IRilALu6w8piEY4j5XFajuunM3CYaMaGtsbtos2yauUWb5Spl7qW1S5ikE1w8cbH0/YaDIda31/H/PPn/7L3vcKX0dSy0SeUZMjOXrcwNWdQ3zaWFwYLK5+fBsMpjEMR8QFHmtujcQmWlMyMR2pCZa/6u07iEzPfnsbqwiqsbHIeeaLMMPLT6UPY1ay8TMpqpSzbLLns0dmau5l7G1xqbFvdAcJeTCBK6psyVNDHNvWigqswdcJS5rnM1qzYHkJS5wuesS81c13HffC7DZlmbcMuEk81yVOZGEBCbuRHOcGElZYVvUmYREC4X8s7OncpN97RQZWw6TtAGDJtlYH8yC2SN3UWFFlCuzLWxzE0z95HTj2TfM5tHU7j5/Ac+HwCyAn8TcGUQA1xiARAmj6kJC6/GiS4Fi9Qu2K653I8m5xggKXMZmbmuamqi7Vqoon4XbZZvbt0EUK3MLTZzDUHnZSdfVvp+C4MFfOTKR3Bp7RIA4KnrT6kerw2zTC5wKRCzi6gMVxfpmnh9Zx0AcGLeP8OzCuoWqW3KzFUcR6RzdVNgKLRc3JOA7tgsm0ZmVaRIsZnrogipw+nRaRqh0zfLswvKXOkY8vDqw9nXNGVufw7jdByEAJ6RNztA2nfJOW5Kmasxp7UpMxfQ3X/62utrR+Fo1xyBXGZuzRh+ZNzXzMyd42TmtqU2B4SJVeliM9ebcNuBPVodPnTpQ/iff/9/xovrL3r9vpPNclTmRhDQjt1eRKfgwkoygz0jX1BbFePaZNqZ7FAbnkCzTP3iNaWpIUPaLJOsXIIocy2M5Seu7tmmvfzMUWWuwbd/9rejl/TwK4/9iubh1sJHKc68F4GAeUxM1jdDoeXK+u7AIt9Z7TPZQT/p02y/ZzEzl6GqA+RF/U4rc4cyZe7zt/eauRdPlitz82rJ88vn8cLaC43mpbeJXBAyMzfLAiaqfUIptIC9oiRDmcso6rchVxaY3cxcQPd+bFNmLsNm2azlq463WNTXUjOtjlZpzVzfxmBnVJ6CdeDDpw+auWxiqkpj0NOytys5x9K5OkXKJdwmzTsyFFV1jNocQCLxCMaQNE2z5pn2Hk072g1wsFnOkTS0lbnGUUUTrteMFYEGcMjErcrMnSgpc13HfSIxtclm7jf9u2/C9/7W9+KH//MPe/1+VOZGhEZs5kY4w4WV1ETuWahcSKA622haaDKIfZSQAE+ZS7FZdizqa9uCNNHMne/PH7rfbI3I9z7/Xlw8cRFnRmeO/A6wd8wPnnoQdy/dnTUCmoDUZjl//zHvRaB5pn6SJBhPxhinY9pmOkTudpONmKbHfWPhtTPeoV2zkJm5nWqeOWYnspW5ITJzi83cF26/AAC4sHyh9P3yDbbvftN3AwB+9k9+VudgBcjG/RklhEhJPKZwVqW+mxYhbJbzPz8xPEEhumiv91uVmatICmldZm6g7ES6MpdQlLPZJpcptMz3p8Hp0enM/UcbmbpfSuJhWvYSyJuSv/2jZx/NvqYRwBXPzbUWYpR9XVnvuxBum1DmhqjzZKQyos1y0yQeY0fMumYM8qa0mWtel6YpUqRqdsSjuRF2JjtqJGIDFzcvQ5IGurP/tJ2XuT5MB7ZgmbnFMaQDe7QqXLlzBR/45AcAHLhhuSJm5kaERjt2exGdgmQD08SC0UwgTecF5DcCzMxcIEyWivl8qnJEqyDnUNQfT8adLOoDezbLqwurh+69uo3glTtX8OEXP4zPfeBzD/1OfoNz99LdSJIE55bOZdabTUC66bznxD3Z1yw2e6jM3F7So25eAE5mURtyz1iNQWlmLisDHgiUmVuwxmacm9nYhs5KZzkyUGyWN91slm9s3gCwV5gvg2kenpg/gb/5xr8JAHjf8+9TO14b2qT2UbfXT1PxuG/yyU4M9a2IgbAkHoBjsQzoF1JjZm4zCKnMZa6x5npz+spcS8Yvy2Z5dWEV6zvrlP2Lq7q/EWWuopuXZE3xOfd9TvY1i2ShOae5XjNjr89oVGs7Mrjk2++MdzBJJ9T1PhA4M7cDzlBOUThIec1cQqyKhJBjGp6AzJbZBaaGqZ2b6yq0MM83c72v1bB2qYFTyQXKdUdX8iaTAM50vcrjVz/6q9nXvs9AVOZGhEZs5kY4Q1IEaWSwJ9iuAW5NT3ZmbpMbs/w1ZTXPgHD2r53OzN28fshiGai3DPsvz/8XAMCfu/fPlf4OcJC/e375PC6vXVY93jpIr1neLpRlsxwyM5e9mQ6SmdtA3iVDXQG4bTpZDfigmbkNWCZpbqaBFihzm7BZXpDZLJtmbvH1BkaZ+4ozr8Di3CKW5pZoaqwyuBYKzFyq7aIBhLNZPqRgJTY9m14T58cMZpMaiJm5NsxyZq5rDh/bZlmbxGNrPjOVuQAo80GrbJYJbl4SEs/S/BLeeM8bcf/K/SqfW4aQBPDbW7cx7A/V1IJ5UKyxhcQrJqEM0CUTe2fmsiykFUllYmVu0l1lbt2zY5rUANSjwrJmrnJuru9c3QWVp0vUIPN+TJJElVTWxmgmtjL3XY+/68jawxUxMzciNNqx24voFCRFkEZslpUX+T4qBLbNcgjLJIDXPAOUm0yOC0ZWLge9mbtxHacWTh36Xl0O5R9f+mMAwOsvvP7Q9/MbN9OwP7d8Dus761jbXlM84mpIbZbPLZ3LvqYpcxk5fEILL/ZmOmhmbpcsex0ztHYnu1xlbqDM3C5tpl3HfbYjA2Nz5mqzbCyiivOEgWnmnl08C2DfWnOzuWauj0JrrjfHsexlODIIjjNvdc1sejZtZ35++Xz2Na1JHagR0wRmOTOXEasiVWixszy1STxZM1eozDUKoWnHSNPMZeTmSm2Wzf3aJWWuS3ble/76e/DUtz+l8rllCGnZO07HdPvoptXUSZJQCY5A2DoPXZkbyJEhn5mrDcZ639VmWSsn3cAIUmjKXElm7n42NdANq3aXqEG2Vft8fz57lqeFq81yE+5J7GbuBz75Abz23GuxNLfkTWhwIVhEZW4EA7GZG+EMF1YSs6ifWRxqqxAcmp5d2MBIN2b5a8Q6L0DXZtlXoaXNIGbabQL7ytyFw8rcqqI+sNfMTZDgU+/+1NLjBA6u8fmlvUJsU+pc6f3Y7/WxPL8MAFgccDNzm1b7JGimUBDiOQO4uWchWLZAwWaZpcyd0cxco64MnZXeJWWuac4Wm7nmelYpc4uvNzCvN2Pq6miVUryvguv9uL69Ts9Kb3rczzfaq67TtGBklNqeswsnDnKaaecVyCK1Ccx0Zm4ApXh+HZIgoSgG5/vz6uRN58zcdKxync3egjEftKlAzCCESP/+/V6f+kwGJ4CTCLch8+0NwZntDKWizPWMsWCSiRtX5uIgf7ULZBBAdm7mvAA9NwYDmjLXgbzJdtEIMYaY896Z7Fm1M5u56jbLji4aXSDtl+H21m08d+s5fMpdn4LR3MhbmetifR6VuREMtGO3F9EpuLCSmrDbbFqZm5/o2DbLTTL15/pzuGvxLgAdtFkOXNRnKnM3dzexubt5xGa5qpm7tr2G33zqN/Gau19z5Drmn8OsmbuvqmkqN9dFOWIUA+zM3KaLO72kR82ZAnQzc10LBaYIwjg3TQUC4JahZWyWq4qt0yJIZi74mbl1LgI+cC0UaFuTGTCz0jOb5eFh22Qz15Upc5fnlyvvTTPemLF0dWG1UZtl1/txZ7LTrQKxYD7LN3OZNstNj/srw5WDTGaS4jhkI4aNmc7MDVDUzxcbaRaphKKcWdNUFQXLbJY1bOiNNb+ZczSROfG0wWZZmxDSJqv2gJa9AHcfA+jm27vu0djrEI1zc23EmGfdkPu0EUyZ27XMXMHepFSZq5WZy1bmCh0ZmPvPEON+E/MZoOzE40oI6VB9vwyPX30cAPDomUexMFjwfgacbJajMjeCgHasQiM6BRdWUpcC0r0yc0k2y5obGJcMrXtX7gXAU1cAYbI886o6cwyaYDZzTcFdqsz990/8e9zYvIFvfcO3HnmvMvX1ueU9O+OmmrlSm2UAePTsowCAF9dfpBwLI39VqvK8s3MHAJcQEsq1wGxQGUWQUEz9POubZU0WMjOXuenUbsC7OjKYcdk0nLTAdGS4uXUTCZLSZ6hY1Af2lLnFxm8eZrwxKhNjs1zm7MBAm5xPQlm1H2rmEm2Wm14TJ0mSNYSYTWqg+UiEJqBZ1G9dZm6goj6wt/9k5l1uj7ezv7cGjOtH1X1ZpszVUB2bZ/b29u2p36sI1wJx5zJzZ3AMcX3OgG64lAFuezQDWsNTcf/pG6vCqvUw7PVdLKSpZBCCzXJdc9bYRwP6mbnmuQ2ZmQt0a9xPkTq5gwDc3O0QCngg14DvqDL3sSuPAQBedderMBpMr8wV2SzvkwA1140REe3Y7UV0Bm0KSNdWxfiwUTulzHXYdL7q7Kum/twqhLRZZhf1Kc3cTbdm7kvrLwEAXn33q4+8V/4eKCpzL6+3y2YZAD793KcDAJ66zsmaUld5OuQxGdAIIYoKeOnYWBxjGAUe7bxLl8xco8xlWmM3fc2aVFOHsJDOj/va6xCmzfKtrVs4MTxRev3Kmrk3N29W5uUCe7bFwMH1XV1YxSSd4PaWfgG/DG1S+4QihJwansq+ZmbLaqqYANlcbc6HdV6hrLGbgGZRv22ZubOqzDXvq+U2AcDq+lEc9yfpREWhZYgljLmgTaSykJm5bIQYQw7ZLJOsiNWVuQ7rfYMu2Cz7kOWAbsQ9uO4/WeO+NrEAENosJwc2y+rK3P36gyF7asF1DGE2BlVjLBz3MUwrYvO+wUgTY159v4lm7kde+giAPdHIwmBh6sxckc3y/t9Kc90YEdGOVWhEZ+Bt3cicoBvOBzNWxAC3EQM0m6UCAFfuXAEAXFi+YHmlPyiLD2FRn8WS6/f6SJBwlbkFm+Wq7MSqrMUiTA7tuaVmlbkuxcbve/P34S0PvAX/9Iv/KeVYtBuDLnlMBlRlrvbYaLlm+cVsgkSdNAGEzcxN05SrzE36mWXPtHDdTDPzwRgFOSB8HhPTCurW1q1KpW2VMreumVumzAUOyEJsSO/HfDODXURt2m6zCWXuXH/uUKTENHAhAn79a78evaSHTzv/aVN/bhkoqrqWNDw178dZzsz1KaSy5mpGYX93slt7vGU2yxrX2RAwZt5mmaDQastzFmIMyV/TWSNe5c+tC3EPrkpIYI/UPhzo79GA2XRkYCpzpTbL6pm5JJvlNgp/QrgWmL8r02Y51Poqu2ZdVeZefQy9pIeXn365SmauVJkLcAjgEccX7ViFRnQGzmyrCTEHQXlQlC6GH1p9KPuavYHRODeX5tnXv/brAQB/4eG/MPXnVkF18eFZ1GdsYOb785Rm7o3NGwBwpFCfJElm/ZrHzc29Zm5dIwAoUeauNaTMdbBZPj06jf/wDf8Bn/2yz6Yci6Y1GeCWx2TAtGpvOkslTyBYnFukWNCFUmiZMWR3skvNzA2Vf2NAUVMTGjGAjEE8noyz+Ua9mdvnZebe3LxZScgpVeZu3cysbstQzH+7a2mPlPb8rec1DtcK6f2Yn+c6VSBuSWZuiAIxALzj896B7b+3jW96/TdN/bllUM89a1EjRpNU5lJYagKzrszVHPuNzXIVaDbLw/A2y3lVHdB+hRbQMmUuYQxxUXmyGp7qdR6PPRrLZplR57GdW55wW7denBYhxn2zBlvfXqcQiXtJD72kp9qIkTRne0kvG0czZa7CuA8c1B+0bZbFmbmFcb/tjgxtcpoAwjkdAlxlrrbQogyPXXkMD60+hOFg2FxmbgNZwBHHD+1YhUZ0Bm1i7mjn1Umbng+ffjj7mqWq05zIXKzyfvDzfhBP/p0n8aZ73zT151Yh1OIjRZotPhgLK1Yz1yiqyjaUVUV9oHqjZs49s9scrWKuN4dL6w1l5rZIORIyM9eA2bBomhmdV4+z2exN5541YbPc7/XV7HdcN9MGjOum3ohxzEqnK3NJNst1zVwzjprP39zdrG0Q/ref/t8CAN7ywFsAAG+48AYAwHufe6/WIddCej8axTDALxDPYmau5j3patmrVWAsQ8y7lMEnVoWJWcxOBDhFuZ1xvesHzWZ5/pjYLB8HdX+Dudt5UiMtM5fgwOa6R+uUzbLl3C6cOHBdY1ksA5xx30UNaUjq2tBsUgOy5myetK+dmUtT5jqSibPGIIPEozjuu7oWsJu5lPVVC/KAtd2Titid7OKJq0/g0bOPAsBUmbkuzyQzmini+CJ8NT2iU2iTp36oAnFemctS1YUq7gx6g0Pnx0DI4o6ZrBmszfn+PIVtlSmqSjaURnmWR9bMrVDmmnM3m+9e0sPdS3fjd5/5Xbzpp9+Edz32LrVjL0ObMt2CZebmzp1GCCEwo23PWT7XmVbcCdSIMblFTJvlkJm5BozrljHaA2ela286tQlleazvrFc2M4tFfTNH1ClI/ofP/R9w6bsv4Y0X3wgA+KyXfRZ6SQ9/8NwfKB51NaT3Y76Z2yllrmB9lb+eTHU/0DwRkI2YmStDm64ZoGy3CXdlLi2rjuDKsDNxy8wdT3SUuaapQ1HmuhLAO1QzaJMyN0Rj8OLJi9nXJrZHGwwHNsk1WxgsZF+zlLkhSPvnls5l51NVI9BACJvl/BqMFRWmSZIG3G2WWZm5NGWuY2OQOe5rzNXS8zLOeXRlbk8xxsLRRYPZgGfbLD91/SnsTHbwqrOvAgDnzNx3PfYufM0vfw12J7tOz2RU5kYw0I5VaERn4My2IipzzXtqbaalDYuLJy7is1/22Xjg1AN4xZlXqHx2EaEyc5uA6uLDsVBgJusuKnPLCtulytzNmxgNRpWLYnPu+c3qPSfuwc2tm3jvc+/Ft/zqt6jk7VXBxWaZDQrrW3Be+QIckxDSdGNwOBhm92mnGjFCpj5bmTvoDYJl5hqwVAia4744w7nXzxrw5hg0wWTZbuxsVI4NxXHf5B3XKXN7SQ/nls9l/708v4wHTj2AJ689qXTE9ZBes0PNXFKBOFRj8PUXXo/To9P4mb/yMyqfWwZGPlir5mrFMaQNhDIgXKxKE5jrzWGcjrM1xDRoo82yemauo82ySmYu0WbZdR2yubuJQW9A2a+qZ+a2kBDSZGZunvjdhVxZQL5Hu3fl3uzrLpybixPPI6cfAcBV5oawWc6Tie85cY/KZxeh6SwHyJu5Zv6cucxcHCbxUB0ZNMZGB7JcL+lR1auAbpyWj/OJOQZtsJu5H3npIwBwoMydG2GcjkWfd/XOVfyVf/lX8Isf/kU8df0pp2cyKnMjGOBQwyNmFr6e+gwVgnYjxmxgJAXi9/z196h8ZhVmurjTPyjuTFsk9CnuAN3KzK1r5ppmRR627ERz7vnn5uLJi3j/J98PAHhx/UU8ee1JvPzMy6c+9jK0KdMtVFE/zxpmWrU33TwD9jbUd3budKqZK92YpUipytx+0g+amZsgOUTy0IRmEcTl3FKktA01i2U7noyxM9mpHBuOKHO37crcMpxbOoenbzztf6AOyNZXLbBZDkUIeWj1IVz5nivU5qiq2qdFRED1RkzMzG0E+X3atOOvK3nz5tZNfpZnQJvl8WSsotCa789jvj+PW1u3pn6vIqTjfhMNeAohpAVEFyBMY/DM6Ez2dZdsliVj4/0r92dfszNzm56rHzn9CP740h9n9TkG5vpzmKQTFfW6dP/56rtenX2dt5PWhCYpFZBZtJYqc2ckM7dYm6NmpTdMcOz3+o3YLGuSk4B2WGOzm7mPXXkMwEEz19Q9NnY2rBE4/9N//p+yrz9x8xNOz2RU5kYw0I7dXkRn0CrrDGX7nTaqEGbRdi2EHVQ+SwXg2Sy3QZlbl7UIHCwq88d68cTFQ6954toT3sdrg5Q00QQYY4jkvB489WD2NbPp2XRjEDjIze1CzhQgb8AbS/P17XXquWmrmKxM/dz9uji3SJv/KMpcx7gH9WYuwWoTOChsuCpznZu5y+fw0vpLamrwOkjXIfnxsCuEEJfGIHt9OatEwOPQiNEo8JjiMDO/2AWMDGdpsXGSTmjZiWXr6GmxM6l3/SjNzFW6zifmT1Ayc10LxNRmLiEzty376hA1gyRJsrGLpoQMpKa+b+W+7Gv2Xka1ySSYq9/26NsAHNQWGAjRqH7N3a/JvmYqczUbTBKLVhPxA8xeZm5m2UtUsIZwLTCvMc8YQ0ACcPbVrYhEIDc9P3btYwCQuWuavbYkN/d9z78v+/rjNz8eM3MjgiMqcyOc4LLIBw42ugzmjnZeXZssk0Jl5jaB/CQ97SLAVX12XGyW6wpYppFtFs/A0efziatPABxhbqvIBZoFEEBe1G8id9vYXGkq4CXvY5R1rEaM+fs2bY3dS3rZop3F1DeF2Uk6mVpxI33O8q4ZrGsG6CpzfR0ZaJm5yhszU1ipUkmrNXOXzmGcjvF/fOD/wCSd4G9/1t/2PGI7XLKmDLrSzG1TY1CzCNKqufoYWKRq3I+GmKGVqTctGLbftuv28OrD2dfnlzjNXEZRbme8g+F8ddG3zGZZ6zqfGJ5ohc3ynZ079IzSpvNXm0CoxuA7/1/vxIcufwjf9PpvmvpzyxDKXj+vzO2CQ4jLXP1Vr/kqXFq7hLc8+JapP7cK+QbatOtu6bj/qec+Fcvzy9ja3cqyMLWhaR8NONgs79e6ZjYzt4msdM01iEAL10t62ZzKsjSn2Cy7irU6qMz92PWPYWW4krlLZMpcAanhyp0r2dcfv/nxmJkbERyxmRvhhFZO0DOYoTXrmblAs5ZyTdgsz/XnsLGluyAG/JS5dVnOb3rZm/CRKx/B/acONqvmWrzs5Mvw3K3nqMrcNpELNAsggLyof6iZS7JZNufWZGMQAE4tnAJQ3YiaFkmSYK6nt4GRFuTyc0NdNuk0yG9gplXcSOfqM4tnsDBYwObuJq1oBYTNSmc5hLA2ZqawQlfmLu1l6P6td/8tAMBXf+pX4+ziWefjlcBnHcJiL2uP+21qDIaw22wCoayxm4CmmrptytwQTjyf/+DnZ18z7TYBgjLX0WZZa9yhKXOFNsvmmq5tr2XzkjZmWpkbqGbw117316b+vDr0kh56Sa/x9f5nXvxM3L10NxIk2Z5GG4xaiGSuTpIE3/mm75z6M+sQgsRzcngSH/1bH8WJ4QkqIUTVZlmQt5kf91mZudoq7TZZ9jLcQaQEcANWM1fVZtlRHMPMOWY3c5+89iQePv1wdh3zNss2vLT+Ej79/Kfjjy/9MZ6+8XT2HiKb5ajMjSCgHavQiM7AdbBnKnNnOUNrVq3yANK52ew2cdhmeVaVuWmaYm17rXYj8+Nf+uP4pb/6S/hrn36wCf/ON30n7j15L3757b+MYX9IzVFso81y05a9rzz7yuxrmjKXwUYVnJtRxZgMZgY0LaSlRf38uc9ShlYv6WXkAqYyV3PT6UoqYylztfPcDMw8VUX0SJDoNHOXDxfNn73xrNPvu8ClCPJDn/9DAA6TXjTBsFluw3wG6BYL2kQEnGVVnaZDSOuUuYrXzUWhZcC2WdYc+3cnu042y+N0rGezTFLmuhb1gQbyV2eQAB5iX90UtNeOkvM6MTyB57/reTz97U9T8y6BGSXtBxj3gT3yDmt/BoRR5ubX+9qZuWas1bZZdo7CYdosK+7TXIjt+dewCOCaxHbpc2bmPGaMIrOZu7m7ieduPYdHTj+SfU9aC9yd7OL65nU8cvoRPHjqQfzus7/rRLCIytwIBtox60d0Bs6e+szMXOW8ulZZ5c1wZm6IhdURZe6MZuZuj7cxTse1CruFwQK+8jVfeehef2j1IXz8Oz+Oz7z4mbh35V584uYnFM/gMNp0P1KUuYLizgOnHsi+Zitzm1TEAMA3fNo3AADeeM8bp/7cKqjmATtk5hrQWN8ENrtkTjObGpaaGtC1g3IlldGauQR1FtBcZu5nXfwsDPvD7Dyevclr5rqM+9//Od+PD37LB/F1r/06yrGEsjdsApQxpAUNi1lW1R2LzNwG57T8dWUQiQGezXI+9qCI0sxcLZtlkjLXlXgFEJu5M2pBD8x4zUDZ1UV6XoPegLY/M+8PNL9HawKMc2vD/aitzJU0Z3tJL3sm1TNzB4Ezc/fvV7PnoeavNiyOydd5qMpc5cxc6fqKKtYiKlifvv40UqSH4jikdemrd64CAO5avAtf8vIvwTM3nsFjVx4DILRZjsrcCALCz4wRnYIz26oj1hlAO63yZjkzN4TNMjszlzFB39m5g0FvULrILRZ31nfWAQBLc/52qfeevBcfv/lx79+3oU33Y6jM3PxrmJm5QPMKrU87/2n4w2/5Q/z0W3966s+tgvYGRnIv5hud9GauxjVzKMi9/PReQPZzt56b+nOroFmQc7bXH3Oauf1eHwkS/czcnWYyc99wzxuw8QMb+O3/z28DAJ658YzH0crgWmx83YXXUQo7wN7c00/6M2dFDMxuo5qiqmvJNZvpzFxlpbj0XvzZL/9ZAKDlQpq5JLTNsqYyd31nPbt/tOBKvAIaUOZqNHNbpoQMlZnbBOb6emrIWVVTt2muBsIRU9kImZmbpql6Zu5cfw79pN+azNzWK3Mdxv3PvOczs6+ZmbkpUpV529sau2PK3I9d+xgAeClzX7rzEoC9Zq6pm7yw9gKAqMyNCId2zPoRnUFbsury7zmLi/xZzswNYSFdLOozMnOZytyq4oZWUT+P+1buw82tm7i1dcv7PerQJptlzXsRcCsQ/+SX/STe9qq30RuDIRoWr7/weqyOVqf+3CqoKnOFBeK8XSPrmmkWiF0Kcn/zjX8T9568F1//2q+f+nOroF2QA+T2+kwLr/n+fOM2y5rjfpIkWX76h1/8sPPvS9HGdcgsrq8Y9oZtKaICs51zPIuZudpFfek1+7rXfh3Sd6S4b+W+qT+3DIyi3M54x9lmWTMzFziYS7QgHUPyxCVWM9c0QGZtbARytt8zZq8P6FqJzqq9ftvux1mOe1DNzBUobc01zTftNP8Wo7kRzWbZtVbMIKGFysz9jHs+I/ua1swNKI7J1NQEsRazmfvk9ScB4JAyV7oGv3LnCgDg7OLZbIwzf4eYmRsRCuFnxohOwZdtxRjsNTcvQLsW+bOcmRuCJVdU5nbNZrlKaXtEmbuto8wFQLNabhODuJf00Et6QQrE3/T6b8Ivv/2XaZtvTaZ+m64ZoGvZKyXxXFi+kH1Na8AHYhA/tPoQnv2OZ/FP/sI/mfpzq6BtlQe0Y9OpXdwBDuYpV5vlOnv9Otx78l58xj2fgZ/50M/gk7c/6fUeNrSt2KjVzG3d+mpGiYDaxZ1WkTdjZq4IbbLG1o75AfYzcx2Uudo2ywDUc3PNXG171gyhCOA1c5MkUVPWtcn6FdCNfGjjXD2LjgwznZlLUOa24dxCKXMBHFbmKpK1RoORujLXR+U515ujPJua+2qXe/GVZ1+Zfc20WQaadWRoQqzVuDJXuAZ/aX1fmbt0VzbGmb+DZD8RlbkRDISfGSM6BdccBJPB41tkrAMjQ2smF/kta8RQcmKEtt+s7ETznjuTnezvrQWbMtcwO4GczfIUz5tRMrCslttYKIgF4nq0rWERIjO3CWVuKAaxy+t8QVHmSh0ZiOO+dnEHcFfmmvPzzTxOkgRf+eqvxDgd08b9Nq5DZnl9NWt2m9qM9laSN2cwM1d7vd+GexHQJxMDe9ffJTNX02bZFJu1c3OlNYN8viCrmQvoka/aNu6rEgFbeG6z7Mgwq3s0IGbm2iCxTTbnPUkn6pm5AFeZ61KbY+zPgHDxRQ+tPpR9Tc+Bb1ABb65pEzGKjGbuR69+FItzi7hw4oCgL12DG2XuXYt3Zffr5u4meklPVEOJytwIBsLPjBGdgusEbSYHw/rVhDYzuk2LfAaTrC3NM0bDQqzM3V+wMmyWWYyr9Z31yoVgP+mr2yzfu7KvzL1FUua2yGYZUFYMtrFAPGM2VwChAS8YG/ML/04oc9tWkFN+zgAPZS4p7kHbkcEcr1SZq1HsWl3Ys0W/vnHd+z3q0MZi40yurzTtDVs0hswyeZORmVvXFGwSoWyW2WDcj5N04myzrKbMHXKUudLxsbFm7owqc0NFdDQBzbVjmwghs+6eBDRb52kCIZS55n6dpBOK8wZFmevaGNzdouzPAFI9VTCGXDxxMfua7cAWwmaZGV+kOTYW8diVx/Do2UcPnadzZu7SXYfuK+nYFJW5EQyEnxkjOgXpgrGoEGEUvynFnZYt8mfSfidAw6IJu03NzXQeLpm5GjbLbGVuGzedTTcGm0CILJWmoNWIAeQN+EZslhnK3JbMaQxlrouF16A3oNy/moVGA1NYqVLa9pLeIQeITI03RYHHZFxf3+Q0c9u2DpnVzNwQzidNQF2Z2yLyJiUzdwZtltt0zbTX++bv42KzPJ7oZ+aqK3OFNst5G8pp9i82aCnrWre+CqDQagqqytwWEm5nba4GZthmWTszV5CBW6bMVbVZnhvhzs4dtfcD/CL5GHU5INzY2IQ7Sgjhjzl3s/bpks3y2vYaPnHrE3j07KOln2e7R4zN8tnFs4fuV+l6OypzIxhoB3U3ojOQLqpOj04f+m/D+tXELNuuzXRRP8C55TNz5/vzlA1PK5q5CjbLWWYuSZnbtk2namOwRcVGit1mi65Z09bY+Uy34vymhVCZuU1AW10BuFl4sQoFxl5fE642yxlbf4riwamFUwCAG5s3vN+jDm0bQ7RIPK1dX83YGDLL5E1KZm5LbJZnVpmrvP80195FmTtJJ2rX2ezRb23dUnk/A5cxZDTYs/vsgjK3TWMjkLP9ntH1vta+uo2E21ltwANRmWuD5NzMGD9OxzRl7qXdS2rvB3hk5u5uecfE2BDS6fBdX/WuTETCgCZp3/WabexuIEFCIQ6ymrmPX3kcAPDomcPNXOka/MrGns3y2cWzh5rY0nVYVOZGMBCbuRFOkBauVhZWso3nfH+ellUHzKbt2ixn5oZoWOQXH6xcDkaGFuDWzDU2y9Mw208MT+DUwimeMreFNssxM7cerRtDenMZcWFaSBvw8/15fPK7Ponf/8Tv4+HTD6t8dhEhM3PZ0M49A9wcGWh5TMpMfeBAmSu1WVZR5pJtlqUKraagnZnbpucMmL0cPu3m2TjVyxudFpTM3BlU5raqmdvTjfkx196WmQvsjTlJkujaLM+HtVkGgLuX7sazN5+l2W0C++TNGWsw/f/Z+/M4WdKzOhA+EblXZlbWvi9332+3bq9q7bL2BckGIyQ+bPDHakAaECBsa2xsMBb+MBgbjwfGWNiMmY8ZIwaQYBCbLFpbS73v3beXe/vut/Y1K7eI+SPqicqqyiWWJzKfNyrO78ePVlXlrYiKiCfe9znPOQfgjZ0Sud4vd3a93wl0y/61EwjCGUrCuSViCdsSn+M+sjNzW6xFqMbXK3M5YxTS8TS7CMHtwO1mZROFdIH1GAisA44ua+OHTn7I9+9sBU5XF7fimNXSKoZ6hgLZ+wRF5j4//zwA7FPmOr1H5jbmUEgV9vEajm2WI2VuhAAgY0UTQRm4Ic9IvRSUJaWmaWwbM2B7gyxgsQgE1JAT0mwMItvHTVM/FePPywWCUeYapoGt6pZrm2W/z9x07zSurASUmSusUcBaQwSp+7uxyO8UuJW5Tq/ZeH4cf/fM32X5vY0QZeY6g9tNZ6BkLvOkPrATB9DKZlk1Za405Qi7zbKQ7RRrVrqgGsLd3KkZfESYX3A2vunfkEJUh1WZy6mEBOpsltsoc4Gd91/N4BtIoD0DF2lGcFNDRrIjAICFzQXWY6gH11CZtDVxqN28mCM6pJwX5wC4pHc1EEwesIQeFudzBjjrYdH3akYtkPd7Mpa080+54EVoMZgZZD0GQlhV4kAwAyFOrxlgKVSDgKZZil/uvXUzMtfpvml+c94+Z082y5EyN0IAkFGNIigDN8QgvZhp4jcIcDZSJTUKWBfCwpqo3VCf0blvlDcCs3IJgswlhVYnbZYBKzf3yuqVXf82F6QNF3DZbUrbTHM2iIPI6fEDdptlKfdiyBtyJkybePQDL0M8QSpzuafa6d9rdsz77Dbhv8EQdGautLrPVUOknVcQWXUSzo27CSJSmcuRmRuADaMfcOdCSrgXAX6FBd3X7TJzgToy1+TLzKU9RreyE4EdMvf25m3WY6gH11CZtKY+5/6T1vtSzo17EFDSeQGdHWzvFELryMBIngHOnjV6lwdls5yKp4JT5rap+/V7nOHsMOsxEAJZEwvZV7O6ODrsFdef+3BPMNcM4O3zEJ5feB4aNBwfPL7r604FVDfWb2AsN7brM0D4lbmP3XgM0/92Gs/cfqbbhxKhAWS8HSMoAzeExWDPNpkbQF4ugbORasKU0ygIqUUNwLvpdGu3uVJaQW+q1/fvbYQgyFxqrDglc4n89UtYT/dOo1wrY25jzte/0wjSbJa5MnMlNb4BZutGgQ3iMKqpOdU+Yod4umCvH7gyl3lj1q6xr2laY2Wuj+ezN9ULDVpgZK60YZew2212srnTCbDbLEtS5tI1M8M3eBXWpj73et9JDd9L5hqmwXYPB0Xm2ut9B+vij9/3cQDAd5/7btZjqAeXylPa+4yTZKJ7kdPK1Q84m/phXe9L23+G1ZGhm8rceptlbmVuxaiwDu87rY8PTD1g/zcN83AjpsegQQtnNnUXxDGp+I67YVDKXCAYMve1ldcwkZ/Y1yN10i8rVUu4vXEb04VpALuVuU6jIVRV5n78//k4rq5exa98/Ve6fSgRGkBGNYqgDNw0rkiZG5TNMsDbSJWUpRJWqzygu7YgVaMa2HCBBDKXK09lpjADAIHk5oq7H5lqiNSsOs6BECkNYnZlrpDBgiDsoKQ0dwKx/XaRxxRkVjr3xqyd5WbTzFwfz6eu6SikC4HZLEsbKuNydZE46AKET90fKXOdQdr9yD3EI2ndCPDdj07WWEHaLJObDzuZ62K9/55j78HWp7fwgRMfYD2GeoRdmcu6lxFSH9ltloWsiVlzjoUNSXPvP6U8Z4HV/Rbva3oOa0YtkEELih7jjggD2u/R3jz7Zvu/g1R5stvrC6shnXSX+8DxD9j3a1DW2EAwZO5qabVhNrMTAdXV1asAgKn8lPWZOgK3VTzGrt+jqDKXzp3iMyPIgoy3YwRl4Ka5Q8pcbvuOeoQ1SyXKzHUGt9mJAAJT5nJaJhGosZJNNLZNbpqd6LORR5NnV1b5c3Ol3Y/cdptSGiCsDWJptmtM1tiArCEezhoicWgC6Oymk96jW9Wt4Op+rPPK3KDqfn+6H0vFgJS5wibak7FkOBvfnOSZoBoSxBCgNMIzjJEIYVXmchIxgHuFFrA9kCBcmet2IKRe9RMEQtvUp7WjwWCzLHAgJIw2y5zKXPuaCan73ENlUq4ZNxnjpO7Tc2iYxk5mLuOzGYQQwel6PxlL2r8/SGKQq4ZIWhMDvA5sTgeU+jP9+FuH/xaA4GJ5AN4+D2GttNawF+DkuaZ+6FSvRebWD4g7Ha5QVZl7e8OKvri5frPLRxKhEWRUowjKwE1D7s0z1sTVozceDex4uBpygKyp7ygz1xnc2m0CwWU4d0uZW59BydXII7ub+c15X/9OI4i7H5maO3QdxJwXZ4NYWHMntJm5ARAW0gaUOrrpTPfb/92X7vP9exshofNn5tK70WlmLtewRV+678Bk5iZjSZ58QYG1EQjfICD9fVnfZ0Ia3/TchlEpHla7TU4lJOCshuvYr8yVnpnrxma5E2Br6gvcxwCRMrcVpA7xcOYcSzs3rusmZh/D7RDioG9A36uZtUCeTVLmlqoltn/Tzf6TnOBWSitsv38v2Id4pN2PHXbi+cBxyz0jKGtsgDdOi7BaWm3YA3ayb7qyYpG5vmyWFVTmrpfXUaxaEX5BCHwi+IeMVWgEZeCmufPRcx/FTGEGv/yuXw7seLis8gBhTf0oM9cR3NosA8FlOHeDzI3psUAUWkR8BGG5Ke1+DKvNMmtmrrDmTlgztLox6NIpdGPTWZ/n08haiQOc7iAEeoc4tVmmZpff9Ut/pj8wm2VpE+1sZK6w2sjZLJBUQzRNC23OsaZpSOg8KoQw34+SyNxu2G3WK3NN04QJk+0622RutXs2y50Ad1NfzHmFmBik9T7dS14hbYiHlYAP8bmJ2qMFpMxtdd0a2SyLV+a6qPs/99afAwC899h72X7/XoR1iIdzeNPNuX38/o/jv3z4v+CX3vlLvn9vM3DbLBumgfXyesMesJP13CM3HgEAnBw8aX3Gi82ygsrcy8uX7f8mQjuCLPCZ7kc4EHDzgu5J9ODyT1xu+3N+kIjxqWIk2W2yEjFSF/kdtLraZbOcDMZuk9MyieA1M9fvtQ6SzKUaImZwglmZK6UBwmnVLu3c4no81Pb6obQBZDw3p5vOejK3L9Xn+/c2AqcFIMGLzTLH+70/3Y+VrZVASBNxQzxMa0dptTHMg4BsOcfCyAqAT4Ug7dxCq9Dqss0yt8owoScQ02Jdt1kOGtyZuVLOK6bHoGt6OHsG2zWkZtYQ17y3LaXVRl3TEdNioSTgudchUnpzQQ3xOK37dJ1ZM3O3re1LtQCUuQ72n99zx/fgQyc/FFgUDhBie/0uOF7Rz3zv677X9+9sBW4yd6O8ARNmw/vMCSn+xZe/iMn8JM4MnwFwcJS5l5Yv2f99dfWqqHocwUJ0NSK4gsRpVM4JOSkbs0Ask4Qs8jmnAJ0OF6iqzN2obABwQeYqoMyVNtmYiqVCqdAKIjNX0rnVNzT9QNIQD6syV5oiJghlbpsNdSeUuclYEjWz5ls1Ug+bzHWozOXKTuxL98GEidXSqu9/ay+k1f2wKnNZIzokDl6FUMUE8OWDSTs3VuWIoHc1t82y16Y+13XWNA09iZ7AbJalXLewKnOBAHLghfQMuPoh0mojEMAwsZBz487ylPKcce6rAXeZuTWztpOZy3idu5mZSwiSyAX4esX09+ck0/0gkOFNKet9Jrcawlp5DUDjqL1275hStYTn55/HG6bfYP99DkpmLpG5xweOo2JU7PzcCHIg4+0YQRlIm0bltDiUZOWiazriepxXOSJkkR9EU7/ddavPdQhq0ditzNwglLmFlEV8BJFhIq2GhDU7kVsRA8g7t/q8aK8QZa8fZeY6glOierBn0P5vqmnc4DwvAr0bm20Qg1TmAsBSkT83V1qjIBlLomJU+KwbpdTGEA8Chl6ZG8JzC7vNctngWe+7zU4MgkzsSfRgo7zB9u8B8uo+W6yKsH01YJ1bqHsGPuujtNoIBDBUJuTcQlv3mdf7jrLS64d4AlhvdjsztxMIqwMb53CBtAFwTgc2APaQspfM3LnNOQDARH7C/ponm2UFlbnzm/MAgHsm7gEQWS1LhIwnNoIyEDdly63MFbLhBMK7yA8iM7fdgvHE4An7vxu9yDkggsxlWmim4ilk4pkDYbOcjCVRqpb8N/WFKrTCrPZhUffDlLPhjDJzHcFpI3uXzfK22wA3OLPqCBWjgoSeaFojGw3xcFxn+hstbfGTudIaBfS+9lsfpdV9zkl9aXWfXZkrZE0M8KkQxF0zbptlQetGoLPZiVQ7TdMM5B7OJrP8ylxa70tZY8USLE4a0vbVACNhIezcuN5pUut+GIcLuOu+lHUj5z4GcDYovSszN4D1ZrczczsBtucsAJtrP+iWzXInwG2zvFaylLmNBD3t6tWt9VsAdguDPNksK6jMJUUz2UtfWY3IXGmQ8cRGUAbSpmxJXcEBSRZeQACKQSmL/C5kJ54cOmn/t0rK3GKlCADIJDINvx+UMhewGvsHwWY5GUvChGn/7bxCWqMgCIWWpGsG8GWKS6mNnOcl7V3dDdVxvRo3KJtl7uYOYL1DWm0OdU236yiwfQ8z1J3+jKXMDaLui5vUZyLhpdV9TntDaU19ruaONAIe4M3M1aCJeVdzr0OkNFE5nzPAnc1yzawF8mweCJtlLpWnsH01wNsz0KCJWTtyqc8k1v2wDu1HylxncGuzTHUnTJm5nQDXoEsQNtd+wDm0L22Pxk7mks1yg6i9dvWKrIVHs6P7PkPH6gRBOHkFjfXyOgDg9NBpAMBrK69183AiNICMt2MEZSBu2oppUh+QlZkLhHeRH4Qyt939ONwzbP/33RN3+/69jUAvaU4yl/4tssHZi6ZkLlN+4kFo6tNGxndTX1ijIBBlrrAawtUglnJenA0Qce/qLqiO6xsJzWqoX3AS8IRKrdLStmlv3TdMQ7zNMl0zKc0drnWItLrPSp4F0Dj0AzabZWHvM4A3M1fKvQjwKhGqRlXMNdM0jS0KB3DY1K9XaAVAJgZB5kps6gOMxKCQ+xHgVZ+JqiFMDXCpdT/MmblcJJOY+sHofAK4z0q3ycQAbJa7mZkbNLgV8JLWxEBnHa86Ba41MYFslhsJetrVKyJzmypzndosB+DkFTSIzL0wfgEA8ML8C908nAgNIKMaRVAG0ogYrowYQFZmLhBiZW4Ai492C31N0/DF7/kicsmcbRXBjSCUufRv0b+9F01tlpmUuRR8zwlxNsv6znVrZmftBNIaBZxNVHGEBeOCWFLzO4icYzHv6iCUuQ5qyEsffwm/+OAv4r3H3uv79zZCEBk4FaPStOYDjYd4uAZ4gGCUudKGC7hIeGl1n7OJKk2FwGazLOx9BvBm5kq5FwH+4YJWdbHTSMaSbHXfifsJXVfDNALLzA29zXLIlblsbjWSaghTz0Bi3Q/r0D7nXkaSax73et9R3e+QzXKUmdseQZDpfkD3Yxgda7jcaggb5Q0AjWPr2tosb1g2y6O5xspcxzbLCmbmrpXXkNATONx3GH3pPjwz90y3DynCHsh4O0ZQBuKmrZhe0ICs6T+Aj6iWtsjnJD3dNIjfffTdeMP0G3z/zmbgztACPJC5jNc6n8rbtiSckFZDuDYyTjLPOomDoMzlqo9SzotT3S9uyrZLE8RHB47isx/+bOA2y6yZubVKy82hBm3fEA+LMnfbZjmIzFxpzZ3QKnODGOKRUh/DrMxlzMyVci8C/MMFks6Nc5jYSXZiZLPsH1zrELqfpSi0AGv9yLYmlvSchVmZG9bM3LDaLDNnXrrJSjdMI5B7mMudrB4ShzfDOAgYxao4x1Z1CwCQie+PrWu3Tr25fhPAbmWurun238qpMlfXdOiarpzNci6Zg6ZpODt8Fg++9iA+9+znun1YEeogo8pGUAYSG8RsE3LCplFDq8wNQKEl4X4MUpnbrLGva/qurFfOa51NZLFR3rAX5VwIfVNfSA3hJjwBOTUkrJm5nISntGvWjaz0TiCIDJyK4c5muWbWWP4WpMwN0mZZwjUDwpuZyzqpL3DtGMbaCPBm5kq5FwH+4QJJ58alhARk2Cyn42lsVbdY1/xibZb9EoPC1vsALzEo6by4BkIk1n02NbWw+5HbZUjMupFZWec6M9fkt/m1B9rDnJnLPAgoZYiHtWcg7NyCInPT8fS+77V7rp+ffx6pWArTvdMNP+fmb8bJW3QCROYCwLed+DYAwL/6yr/q5iFF2AMZb8cIykDcCzqWgAnTfgn5gbRpVC4yV5otCGtmLuQQgyJslhk3dLlkDiZMewHEBWk2y2yZucIa35xKcSeqkU6CU8EqqUHMSQxKI5nsCWJOe30BdZ9zM00o18otlbmN7PU5rjNl5gaalS6k7odVmRvEpL6U5k6olblhzcxlbH5XjaqYexHgGy4A3DX1DdMIhLxJx9MwYbI2UKUptNgse4Wt9wFey15J58V+zYTVfdY+j5Drxp2ZK65+MA/xtNrL1A/xBHGdKTOX02ZZ3PAm07taWj811LEqTG41BFuZm2ihzDUb/76nbz+NU0On9v1t6Ll1arNMP6uSMnettIZ8Kg8A+Nk3/Sy+547vwaM3HsW11WtdPrIIBBlVNoIykLYx41RoGaYh5gUNBJClIugFDfBlqQAy7sdukLkxLbavqa9BY2mYZxNZANZUFiekLfK5m/phOy9AXg1hPTdBze9QK3N1PsWgxLrPqsytucvMNUyDLScdCMZmWdI1A/iGXaQ1iDlriMTGFVdzGJBzLwIhzszlVOYKelcDvDbLVEda3ZP1NstB3MPpmKVY4RzglDR4BYRcmcvUJJamzGW/ZoJqCJv9q7R1SFhtlrkzcx30bIK2WQ6idyVtjcU2CCishrAOgAvrYXErc4vVIoAmytwW+6bV0iqurF7B2ZGz+75Hz61Tm2X6WVWVuQDw5pk3AwCeuPVEtw4pwh7IeGIjKANxGzPGvLqawWNVyAU2+x1hi3xWZa4gtY8UZS7XIjObtMjcjcoGy79HkFZDuCyGwvycOWk0dhKcqmNJze8glLlSlExhtdfnbu4A3myWOe7hVDyFTDwTrDJXWN0PmzI3psegQeNReQo7tzDbLIc1M5ez7ktT5gZhs9zq2gVts0wuNZxkLg1vStijAeFW5rLZLEfK3I6BayBE2juN22ZZyroxCGVuu2vWyGY5iLofiM2ylOvGtXaUtq9mHJKWNsTDNeBIaGWz3Erh/MRNi7Q8P3J+3/dsZa4bMlc1ZW55Dflk3v7fJwdPAgBemH+hW4cUYQ+63wmLoBSkqeq4lUxSFsIAvzJXyuIjCLtNCfcj52ABoWy4JHMZF2OkzN0o85K54myWY0w2y8I204Eoc4Us9DnPrWpUxVwz7nxBQM4143xXSxriCaLuV2oV9zbLTPdwf6Y/GGWutLUjk1W7xAYxm8pT2LmF2WY59Jm5YTw3JotUQI7NMsBM5gpzZOAaLpDmWgAw9gwENvWBKDO3FaS90ziHeEyY8uoHo71+u3NrpMwNIjOXcw8jbr2v80TySav7nP1UaT1wUubSGsIvbJvl+H6bZU3TENNiDevVw9cfBgDcO3Fvy2N1CpWUuaZp7lPmnhyyyNzn55/v1mFF2AMZVTaCMpBEngH8SiYpL2iAd2MGyNnAaJrGNo0qacEYNmUuvby5lbmSrhnAqNAStpkOszKXi0AzTVOUvT6n4lhc/g1zcweQcT9ynhehXCu7VuZy/S360n1YKvKTuZIIeCC8ylyAPx9MyiBgqJW5TJm5koaTAOYMZ6Mm5l4E+CxSAWd760Y2y5zXOggyV5xCi0vlKWxIGmC0WRbW1GezWRa2RwP4BkKkvdO4hzclrPWBYJS57c6tYWYu4z0cRGautPV+WK3aw9wDp3Or3+v6QStlLv2+RmvwL136EgDgrvG79n2P9pFhzcwt18qoGlXbqREARrOj6E314sXFF7t4ZBHqIePtGEEZiHtBR8rctpCm0AL4XmaSGgVBkrnNGvuBKnOTwWTmSrpmQHib+tzKXF3TxdR9rpzSIBqifhCEzbKUuh+IMldADeE8L0LFcJeZy1n3C6kCVkurLP9WPaQptLhqiLTnDODLmpL2Tgu9MjeEDTlN09hUx9KIatbMXAd5dY1sllkzc4NQ5kqzWeYmBgXdj1zDBdLszLkJ+DBeM2l9Hi7nE0AYmcudmetgELN+iCeIezgQZa6w9T5XDRE34Mhps2zKGpbjcmQgFCvNM3Pp9+29P5669RQ+/+Ln8cETH0R/pn/fZ8iiPKyZuY3UzJqmYbYwiysrV7p1WBH2QEaVjaAMxL2gmXP4pCyEgfAqcwG+c5N0P3I1h+tRqVnZic0aIXTe9Hdgzcw9IDbLdmauz6lUaQ1ie4Nm8GympZwXEAABL+TcdE2HrumhVJ+xKnMPQt1vY7MM7PwdnORuOUU+lcdaeY3l36qHJAIeCO8QD8BPekp4zoDwktQAY2ausKFUgNFKVFizkVNhYQ+WtViL7LLbjGyWPYGdGBSydgR26r5fW0ppAyGhVubqiV1Ke6+QluWpa3pT21K3EEXmBpGZ2+Z+3GWvH8A9fCAyc5mum7QawmqzzBjXwwFOVxcA2KptE5OJ/TbLwP4haQC4tHwJAPB3T//dhp85CMpcYL875HRhGldXr7JZYEfwBxlvxwjKQNoLmttKVNKLLBlL7lq8eYXYTWfIMnODUua2U2gBO3+HIJS53DbLkq4ZsLORCVtTn3MyWlptZM+7lHRuIVWfhTYzl/E5I1SMSlubZaCu7jNmSeaTeayX19msrQjiFFpMVu3SnjOAz7JXYkapYRpsjW9J58aWmSuMiAH4FKxVoyrq3Dpts0znXjN37DbdNBHb4UDYLIdYmUvnxpEtK+m8wpyZy6X0lHhuXEP7osjcLmTm7nJkCMDe/UBk5jI/Z1KGJrhqPv0bktZXcY1XmbtV3YIGzbHTIbDjTFifGVsPsigPa2ZuMzJ3Kj+FUq2E+c35bhxWhD2QUWUjKANxL2hmm2Up5wUEkOUZ0kU+IKNBHERTv1wrO1Jo7WrqMytzuW2W7aa+kOYO13PmRFnRSeiajrgeZ7NZlnJeAF+2rMhBl7BmaDG7aEipH4HYLDtU5u4a4mFU5gLAZmWT5d8jSBviCbMyl9PWVkrTCgi33WYiloAJ0z9RLUy9CjBaiUobKmO0WXZE5jbITuS81kHaLEup+2FW5nL2DCSdF9s1EzjEw93nkfKcAXwZ96LI3C5k5tav9+3MXMb34IHIzGW6bkH8/f2AU70a1iEewlZ1C+l4uqXTIa1XCG3J3G0xiJv6xDVs2wm0UuYCwJXVyGpZAmS8HSMoA3Ev6BCHv4fVShSwXoAcli4mTDFNfU7yjNBNZS4tXoKyWZayOQvz0ARXs1FaE5X9mgmqjVxTm9LOjZP0NGGKqR+caxDAqo9OMnOBnUY55yBaLmHV/bUSr9Wyba8v5H3NNhAi7DkDeNX9kup+mO02uezypF0zgGdAyTANmDBFEdVc9tGAMzKmfr1P9wnn34Oa+oEoc4X1DPw2U6U19QFGK1FhTX22ui9xiIfzmgl6nwG8Q/vS6gdbZq7Rfu1e78gQpM1yEJm5Utb7bMpcYWtHVkGTsB44p+oY2CFzm8GPMtfNs8O1P+sE6LzoPAnTvRaZe3X1asePKcJ+yOiGRVAG0tQV3MpciYv8MJJMYbTfAfjOi+CUzKVNKqsyN2CbZSmbMzsz1+dwgcShCbbcbWGuBWy1UWJzhylPRdq5cStzpdyP3Mpc2z6zhc0y1c4ghnhImcudmytNoRV2ZW4obZbDrMzVGS1SBV0zgGcdIq2JCvC5aAB1zi4t7slGNstBKHM5sxPFNfWZsxOlDRcATAMhkp6zSJnbFiKHeJhIC5Hrfc7M3DbXze7z1Nksc15rrh5IPaT1eTiHJgA5dd8mPE2m9b6gGsKtzC1Wik3zcgFvZK797LhQtXPtzzqBpjbLvVMAgCsrkTJXAmS8HSMoA2mqOu4GcSgX+QJJplQsxWLpImliE+C1XQPak7m08KIFCGfmBdkssytzhdkse5msa4QwD01Ia+5Eytz2kHZu3Jm5Uuq+3UBlau7Qv9Mte/180iJzue31pTV3Ql1DmOwNq0ZV1PuMm4iRdM247PLC2tQPgrz0i4TOk+EMeLdZbjX04xYHwmaZO6NUUA3hHHKUVEM4s4ABWXs0zgElSfciEM79Zzczcw3TCIRM5OqB1EOSexLAd92kOTJwOboA1nMmaX3FeW5AMMpcLwNwXPuzToDOq5nNcqTMlQE5lTaCErAbckKIGK5JVEBeE4Sr2Sht8QEw2iybshaMHVfmIrjsRFLmsmfmChsICfPQBKcCXlL94CLQJDZ3uKwbpZ0b5+CVpLrPnZVukxZa8031XjKXcxCNNq1B2SyH7bpJe84AXptlic0dv019aQ5DQKTMbQeJzxnn/tPJPbnLZtngt1kOgsyVNsTDPhAi6H7ktKGXVEM4B10AeXs0IKTKXCbnAknDBd3IzG3kyMB5D1Pd4FbmSukTA+EdBOS8H6WtHYPKzG2GRmQuORO2y8x1U+dCpcyNMnNFQM5ONoISEDdlyzSJCsh7kYVZOcKlzJVm/9otm+VdCi3uzNwDYrMcKXObQ1ptZCNiBNZGrqlNaefGOWUrqVHAbbPsxG4zyCGeoGyWpQ4ChrGGhNZmmVtVJ+hdHebMXI51iJMhl06Dc5CH7smWytwO2SyzKnOl2SyHWJnLOZgqqYaE2l6fMQ9Y0r0IbA+mhizLkz0z10EPq77PE0SfQdd0dlc5SQO3AL8yV8qQI/2NOdb7Up14OMncTDwgm2U3ylwFM3P39qF7Ej0YyAxEZK4QyKm0EZSANCKGayEscVI/zJluXMpcSYt8gE9VR3BN5nIqc8lmmZnMFWezvD1Z53e4wEkzrtNgtbkSVD/CXBvZVHXCzo1zYybJwotTcQzskINOFVoA71AT2SyzK3OFDQKGWd3PORAi6rxCqq4Awt3U57gfRQ7L6XwW+/YQT4tr19BmuYUdv1scBJtlLpWnRMcrzmxZSTWEU3EMyKr7rDnHgu5FgC92StJwQSCZuW3ux/q6H9QQSTKWZBFYECRF4QD8mblS7kdN01ijmSTVxiCUudTva4RWZG6zrF2yKHfz7CRiCeWVuQAw3Tsd2SwLgYzVdQRlIM4qj3HzAsh5QQOMzUaBGxhOZa60a9ZtZS7XxGAilkBCT/Bn5gqrIWFWaIVVmcvZAAFkXbOwKnO58+2l1I/AlLktrlvDIR6m60zK3Cgz1xmkPWeAdU+yTepLOq8QK3O9NIUaQWJTn1OZK/F+5IqyAFzYLNcim2UvYO8ZCLofOQeUJNWQUCtzmdzlpL2rAcbIGEEkE9czRnCyl6Hv18yao2FPL+ASWBAkDdwCjGtHgz+z2C+4yEFpdZ9r8IpQMSp2vW2EZmRuNpFtei/bYhAXzw45J1EvVDJakblTvVO4unp1398sQuchp9JGUALSFKzcylwpC0Yg3OozWjj6fZlJy3TrOpnLvOnJJrNRU98hJD5nYVXmcjVAJF6zsCtz2WyWQ1Y/CG6b+gDvJtzOzGW2WZY2xBPmGhLX42w1RNL6KszKXFaLVEHnBfAotOg5E3k/digzN2ibZWpMFitFtn9TXN1nVMADsuo+Z/yIpBrCpdCSXPfDRsADzMPEQs4tiPW+08xcwzRs0p57/8Pdu5IUhQPwrR0lDpWxrfdDWvcJ7fpYzcjcZhbLAPADF34AAPDDd/+w4+Oge5HWEJLRTplbrpUxvznf6cOKsAdydkURlIC03LMwT2yGWTlCKoSqUfVlEyZtGjUZS7I2wcu1cttJMiCYpj5gNfbDbrMc5ueMczMtpRkHhPuacStzpTS/OZW5kvKY2G2WHdi17637TqzanILs9Tcrmyz/HkHa2jGqIe0hbYiHrakvcL3vZcK/EaRdM4BHoSXR1pZTpeXGXn+XzXKL/YFb0L6Mu6kPyKn73MpcKesrgLcfIvE5C+PgVVgJeIB5HSLk3GJ6DLqms9XImtF+b73XZjmI+5fLLY8gaY8GhNvVhc1mWdrwZow3M7fdoKMXMveth94K8+fciZJsxXGtIurv3QgtydzCNADgysoVjGRHOnpcEXZDTqWNoASk5d+EuSEX5g0MW+NK2KYzEePJiCF0XZmbyIbeZtm2N/R5L9rqfkH3YzKWDN1mGgh53iW3MlfIdePMmpI09R2UzbIrZS4jgdOT6AEA/rovdO0YxuYO2Xj5hTSVJ7dVnqRz4yLSqkZVXIOIY6hMJHkWgM1yqzpC3zNMw36PBqHM5dzD2MObQpw02JW5gmoIZz8krOcFyLxmYSPggXAqcwFeFathGm3Pba/NchD3byDKXCE1H+B3dZG0DmFb7wsbBJSgzN2obNh7Yi7QvahCbi4NeDTKGp7qnQIAXFm90tFjirAfMroqEZSBNItU7o2ZlEYjEPINjG6dG0c+mKRFFfeCuGJUXGfmci7GssksuzJXWg1hH5qQ9Jwx3Y9ONpydBOc0OyDrmnENhEjLgeciYgBZeUzcylwnTf1GdZ/r75FNBqzMDVvdl1hDmAZCqkZVTP0AGBtyAgl4uh/9romrRpVVrckBUmj5iVWRur4CwmOzbN+DnNmJwoY32TNzBdUQzn6IpPPiGjKQWPfZ4h6EEfAA42CqsHPjJnPd2CwHpsw9IJm5HMNygKx1SCLGNwAu6bzqFawc8KLMLVaK7GQudxZwkGhnswwAV1evdvSYIuyHnEobQQmEfmMm6EXGTTJJIj25lLkSbZY5F/mGabS8bvW2a/T/uZW53Jm5obdZFtQoYJ2MFvacAeFt7nBZJgFy3mm6pkPXdD5lrjBSsFvKXJv8ZbZZZrfXN2XVfbaBEIE1JBlLompUfZFngLxhuVArc5kIC6nKXBOmr4ywIMhLv+AiYgB3db/eZjkIMjfUNstMhKfEpj6bylMgeQbwWNADsq5ZWAl4IFLmOoETMndv3Q/iHXhgMnND6MST0BMsKk9pw5vcytx2z05DMrdaRCaRYfn9BG776CDRiswdzY0CAG5v3O7oMUXYDxmMXARl4GTD2UlwLYSlWqQC4Ww22ta2fpW5Ahf5bFNkDsjBjmTmhtxmOVLmtoc0+x02m2WBzR2OfEFA5nABG1EtqNnI2dAH3GUnGqbBfp1tm+WAstLF1X0jfMpcTht6Sed1IJS5PggL0zTF5Z4BPDVS5PuM0ZXBiTvULpvl7fcoHQMHgsjMFWezHPKmPsCzl5F0Xlz3pcRrFlZrbMCqTfVrVK+Qdm6cxKcTV536uh/U34I7M9cJSd1JcA/xSFpjxfV46PbVAL8dsReb5WKliEycl8zlVhwHiVZk7lDPEABgYXOho8cUYT/kVNoISkDclC33xkzQiyzMNoBsmbnClCPcE5tA6+tWv8gHAlDmJrMoVou+N2P1kGa3Gdfj0KDxTX0LaxRQzo4fSG3qh7G5k4gleFR1At9prHZQQq5ZYDbLLa4b1c4glLmJWAIJPXFgbJb9rh3DPAgobVI/1MpchgFHiY1GgOdZk3huQdgst1zvB2yzTM9XqG2WuZSQAmsIx7mZpmnFqgg6r1Arcxl7WJLe1QDPUJlpmjBhijo39szcNvfjrszcAG2WOYd4pA2Ah9nFMYz7aoBXmWvXERc2y6ZpBqPMVSgztxWZO5AZAADMF+c7ekwR9kPG6jqCMpCmrmDfmAl6kYXZBpBz0lbSooqLPAOcTeoHnpmb4M9PlGazrGkay+ZMInnGqWCVVD9iegy6prMNukhqEHMt9CXWfS7nAkkTxFxqQYIbu01S4gG817kn0RN6R4aYFoMGLZR1P6w5fFzNHWkOQwCPzTL9XTjVmhzgGC4I83MGyLBZ1jUdCT0Rbptl5gFwSWtHjudM4nBSmDNzQ63M5XBkEFj3k7Ekm4rVTWZuzagFdp2TsSTrEI+03hynnTkgq+7H9TgLMShNHMNJ5jqp/XvJ3K3qFgBEmbloTObG9Tj60n2Y34zI3G5Dzk42ghKQqq4IY0OOU10ByGxc+V0QS1OOcJFngLNN9T4yl3mhT/YitKjhgLSmPsAzaStxIISzPkq6XgAPMSix7oc9042jYSBpgphLLUhwM8RTPzjE+Xxmk9nglLlCmvqapiER809chL3uS2ruRDbLrUF/l7gm55oBPE19+30m6JpxujI4IXN32Sxv/07623KBk6gAogHwToKDqJa4JmYbvBKqqgPCm5kL+LwfBT5nnc7Mra/7QWXmpmKRMtcJRK5DuOKLhBHwnKSnk9q/l8wtVosAwG6zHJbMXMCyWo7I3O5Dxuo6gjKQRsRwW2dIOS8g3BObtqVc2GyWdZ5rBtTdky3KdNDK3HQ8DYCXzJU2EALwWAxJbIJw1RBptmtAeAl4djsoQefGmeEspe5zNRoJjpr69ZP6AdSdbCIb+sxcgKmGhLjui2vIHQCbZQ7CU0ptJHAMOUp00eB6zgBne9CgbZYBXqICkLfeD3M0EwcxKLGGkHuS3yEDiaq6MPd5wqzMZcvMNdoPStcPb1aMSiDOG3ROfuN9CNKIQW5lrqRzS8aSbISnpPV+t5W5xUowZK5KmbnUo29F5kaZud2HnK5KBCUgTV3B/oIW9CLjVFdIOi+AT5krdcHIabvWTWUuV7ZxPaQ29X3fi2EfCBFWQzjsACVuzNjVZ4LOjWv6u2pUxZwXKTzZM3NbPG/1k/pBEFM9iZ7QZ+YCPE0QqUMTAFNmrpDnDDggytwQZuZyrIslOk1wEYOAu/V+UDbLAH92orRYFXbnE4E1xBd5JvB9BjAN3Ao8tygztzUkXjP2zNw250bvPMM0sFHesOOvOEG9Hq59jLSeAfeQtKQ1FtuQtNB+KgeZ62T92FSZG2Xm2sOmezGYGcT85jzbEEgEb5DTdY6gBKRlTXG9oO2NtKAXWZgnNrmUuVJtlrkWVkB3M3Pt68RouyZtIARgVmiF8H6UtsgHQqzMZVafSXlXA8ybTknXjMnmCnCZnWjWAqk72WQ29Jm5QPiVuWFrEIdamXsAMnM57F+lNVGBLtksb/8tg1Dmsg5vCqv7bAMhAmtIWG2WgfC/qzn2MpJqI8AzxCP1mnXSZrl+iGejssGe4QnwDJPVQ1rPIOxDPGxD0oLOi1WZ64CEb6bMjTJzWytzS7USu5NXBHeQsbqOoAykERZhzr8Ja0MO4Fs4StvAcJK5TgYM6slc0zTZ7XCDsFmm5o40hRaHFTEgb9MJhFOZy6KqE9go4FSf6ZoeuucMkDegxG27Bji3WQ6i7vQketg3ZxKHeFjU/YLXjmFrEIdZmcsx4BgUwecXYc/M5VzvOx3iCYq4585OlObIwDYQIrCGsCohBa2vAOu+5IhlAmRdM9bMXGHXjDUzV9C5dSszt2bWsFnZRDbJr8yliLBImdsaEnsGYe1fcdoRO7luGrRdZC65UwWVmdsJm+W/fvWv8W3//2/z3Gun+6rZOnOoZwgAotzcLiMicyO4gjSLCU7lGSDrRRZqZS6Tfa+0DQwXAQ84a+rXN3ec2LS5xUGxWeZoYElsFIRZmZuIhZOI4WoQS6z7YVXmpuL+G40ENwqtmlkLRIGdTWTZbZYl1v2wqn3Yaoiwus81qS+1QQyEOzOXw/5V0rlx2iw7ceKpH+IJMjOX04lHms2yrunQNT2cylxOJaSg9RUQ3nc1V89AmqoO2KmPftbGEod4OAdeaOi2FTphs8wpRADkrR25hT+h28cIXF8Focx1lZkbkM0y53m1wzt+5x34wotfwHPzz3n6fLt1ZkTmyoCcahRBCUjLLeK2TJL2ggbCmZlLthV+FZ/SNjCBKHNbZSfWNXeC2KgeJJtljsECQE5tBMKvzI2aO80hse6n4imWWiKNqOae1Ada35MN6z7jte5J9KBqVFknh6UptIBtdT+XZa+gZ401M1fQeYVZVWcPzoUwM5eTqJZW94HOOfHsslk2grNZDkKZK2lvzRGLINn2myUzV9BzBvAMGUh8V3O4FgDy1sTADgnip88j9Tljzcxtc92odm5Vt1AxKoEoczldJgCBa0emwauqUUVMi4naxyRiCRimYdc3L5C4Jubq7wPOej2dslnmPK9WuLF2w/5vr8Rxu7/bYGYQALCwueDp34/AAzmr6whKQFrBD3NzJ8zKXHo5+lX/SDu3IDJznTR36hVanPdwZLPsHBIbBVz3oxMrqE4j7EQMx4CSpAYIEGJlboyHpAa8K3M5rzXZStFkMgekZScC4R8ICdvaMcx5lxw2y7b1ri4rM5ea+n7qicSmPpfaB/Bhs8x8rVNxXptliev9RCwRyuxEjuFbib0QgOe+lPyuZrFZFnbNOPo8Et/VyVhy19rbD9zYLK+V1gAAPfHgMnO5BjjFrR057cyFPWdhtdfnvCedvK+bKnOZbZY7pcz9J3/9T+z/9lqD2/UXImWuDMjpqkRQAtKsGDjJCkDmiyzMylzfZK4pi7BgJXNdZicGosw9KDbLIW8UhM1uE2DKuxR8zXyrEAReM87MXEl1n7MBLsFu0yZfKnxkrkRHhrBatXPUfcM0YMIU9ZxFw5utEZRa0y9ovb9R9p7DLZE842w2Ohri6ZTNcsjX+yzKXIHNb47hW4nnBYR34DbMsSosZK7gdzXXEE+72kjfXytbZG4gmblB2CwLumacylxp6yvKO2ax1xdUQzjV4k7ea82Uudw2y53IzF3YXMD/8dT/Yf9vrzW43bo7InNlQM7qOoISkGZ1pWs6YloslIv8sKorAGZlrqBrxmWZBDi0WW6kzI1sll0jrI2CyGa5NaJr1lmwKnMFvdM4G+BulblBNPWpKcyqzIU8hVakzG0OibWRW5krqSkXZptlyvgLm0KLc73vaHizzmY5SDI3CJtlSet9DmWuRJKJY/hWag1JxVKhjsIJY6wK9Xn8DAVKrPvcQ/tOM3NtMjeAzFzOdxkgr+/ImZkr6byA8K73g3A6bPVeC5My95vXvolyrYw3z7wZgA9lrlmDBq1pjRrssWyWIzK3u4jI3AiuINHqKvSqOiN8ylx6Ofolcym/QgqCWHy4VuZGNsuuwZLHJLmG+LgfTdOECVPUeQHbNstcVnmCzo0GKMKopuayJ5OWxxSEzbLTrPQg1Hj0fg6i7ktSaLGSuYLuRw7SU+L7jKsJIlHByrHel0rEkJJoo+JdmStx7xmEzXI7G0DA+lsEdQ9zvssAmet9zsxcSfWRw6qd7iu6t6UgrMObYc7MDbsyl2tov925Ud1fLa0CiJS5XsA2CCjsvACeayexF8Kameug9u8lc2mNwP0u7ERm7qXlSwCAO0fvBOBPmdvqb0aZuRGZ213I6apEUAJSra58T2xGi/yOIrJZbg8n1t+7mju08GDM0DooNsvUKKDGkxdIrCEsE5sCN9MAk0WqwHMLszKXjagW9k7jVDN5VWhx1v2DYrPMORAStnWIxPcZlz2ZxGxZDheUoJpPfkFKorDaLHOu993aLHNfa461cD1MmKJqPsCkzBVYH8Os7o+G9pvDNE2RJFOYM3MBvrrvOjM3EWBmLhPBJG2PxrV2rNQq9t9KCjj7PJLqfhDiGDc2y0HFL9K9GKQy99XlVwEAZ4bPAPC+9m4XadWX7gMArJZXPf37EXjg+Kl94xvfiHvvvRcAkEql8JnPfAb/+B//Y1QqFSwvL+NjH/sY3vWud6FYLOJnfuZnkEwmsbCwgJ/4iZ/AhQsXsLCwgJ/92Z9FoVDA4uIifu7nfg6HDh0K6rwiBASR9mQxvkW+JIIppsegazrLuUm6XgDPIt80TUdTjZ0E54LYbVM/iIlqajByKrQkNvVTsRRMWBviuObtWRHdKPCTwxfAkAAHWCf1BV4zDks5SecF7L4f/eTQSGtcpeL+LQAJrpr6AdkskzI3CJtlSWssjtxtic1v1uaOx/dhEOBq7ki8ZjE9hpgW87XWknheQF1mrh9lrsB3NVcOH+DOXp+GeFrZ33lFKu5/LVwPwzREqXIBXmWupGeN7kdfylzB633f7kkCCXiOwTm6F6WRTJEytz0ckbmdsFlmzCcF5O3RuNSQ5VpZZG0Ewje8yW1nDrhT5gbFC9CaIcjM3EvLl6BBw6mhUwB8KnNbrLlT8RSSsSRWtlY8/fsReOB4FXr48GH82q/9mv2//+RP/gRjY2P4yZ/8SRiGgQ996EN4+9vfjs9+9rN4xzvegb/zd/4Otra28JGPfAR//Md/jF/6pV/Cj/3Yj+HChQu4desWfuqnfgr/7b/9tyDOKUKAkEpY+F3kBzWB4xcchIU0S0qAeZEv6JoFosx1aLcZZHZi2G3XaKJ9q7qFXDLn6d+ghZmk5g6n/Y6k8wK2VXW1CkzT9HwvhblRIFGZG9YceE5lrpOmvu3IEHDdD0SZK6zul6olXzWkalSha7ookprVdk1QDeGqHxLf1YD13IUx75JsIf2s9yXav7IObzpoHO514gniOtvDZNUS4kn//760dzXAo8ylZ01S3dc0zaohftT9Ap8zYMdFw8+72j43QWSMrulIxVK+aiO9D0NJ5goc4uFWDLarIflUHjEthleWXgGgiM2ysLof02PQoPlX5hpylbl+zk1iP5VLTQ04s5Fuqsxl3gPR+ydIZe7LSy9jIj+B/kw/AH+Zue3WmYVUwbaAj9AdOFqFVioVvPLKK/j0pz+NT3ziE/jCF76ABx98EO9617usf0TXcerUKbzyyiu7vp5Op5FMJlEqlfDcc8/hwoULAIDR0VGsrOxn8X/1V38VU1NT9v+tr69znWcEJkhs8LDY7wicSgL4yFxpzZ1ELIG4HmdZ5Es6t/pGiF84WVzR/RrZLPtDT9z/plNiE4RFmSuwAQJY50YKEq8Ic6NAujLXD6S5TZA7CIc1pZPBsvq6H4gyN3EwMnN7Ej0wYfom0CTdi0B4h3jCrMwFrOfOzwCF1PPitFmWtA7hVDM5qvvabmVuEGvNpB7u7ESASZkrjKwgpGKpUKr7OSI6pNrQ9yR6fLmg2GSuLotkIoeXSJnbGLQmbldHkrEkTg6dtP93EMpcDkKwHiLrPsMQT7lWFlc/ONYhEnvgHBb0BCd1ZJ8y14E7ohfYytyAMnNrRg3Pzj2LM8NnfA/UOBGDFdIFrJQiZW434Xi19vM///N45zvfCcMw8NGPfhTLy8v48R//cfv7hUIBCwsLWF1dRS6X2/X1xcVFGIax69+r1fY3YD/5yU/ik5/8pP2/p6amXJ1MhOAhlUDjsKQEZDX1AR4yt1KrBLL484ueRE/oFvlEfoYlQ4sUWmG3WeaYIJZIerLaLEvbwNRlint9H4W5hkhU5rJm5go6N7pmHFPbThRaQTsyBGGzLLHu15NM9K5zC4lkLkdzR6LdJldzp2oGkzfqF+l42tdaS+IaBOCxWZaopu6WzTLV/SD+FtwDnBJJT46mfsWoiKsfgP/IB4l1H9gdP0L3qFtIrY+ZRCbUylw/68gwD9w6qfmE8yPn8ezcswCAsdyYr9/bCGFX5gI8Qzxhz8yVdM2CsFlutWbSNX3XQHZQf5OgM3NfXnoZW9Ut3DF6h+/eZrvMXADoTfViYXPB078fgQeOxg0SiQTe+c53Wh/Qdbz97W/H3NwclpaW7J9ZWlrC0NAQCoUC1tbW7K8vLy9jcHAQur77V8VicgpGBOdwYlXQabBk5gqcSgJ4LKSlbjp9k7mCF/kcjRAn9+QuZa7B3+wi8iXsNstkW+RHOSKR9Ay7MhfwaS0kuIZEytzGME1T3LlxOjK4auoHrMzltFkW6cjAMcQTkN2pH0TK3NaQeG6AfzJX6nmF3WaZQzniyl7frKFUKwWyJuNu6humIW5fzdXUl7YmBqw9WxhtljkifySTnmEmc8M2tM+5RwOck7mEmcKMr9/bCPXD0RwItTJXWN0Pa2Yu57CcE2K2mc2yapm5D19/GIBVM1iUuW16LZHNcvfh6A596aWX8J//83+2//dTTz2FH/mRH8Gf/dmfAbBUthcvXsTRo0fxtre9zf76xsYGTNNEMpnE+fPn8a1vfQsAcO3aNYyMjHCfS4QOgAqipGYBB+EZVNC5X/i13wHkbjr9bmAkNq44yU+vCq3IZtk9WJQj25sESSQTxwZN4nMGME+jCtrAcBGD0tSrAM+wS1A5Nn5g132GOikpKz0QZa6gIR6Oui9Rmcsx6CKxqR/TrNyzsGbmZuIZX8+c5Hd1XI+zKHMl7WU4M92cWPrV2yyvldaQT+V9/9694HLPIDjJhOw0uJr60sgzwL8yV2oN4XALkfhOA7b7PD4G50JN5oZ44NYNWXTH6B32f0fKXG9gGeIRnJkbtj6PpmmI63FWZa4Xm2XVMnN/69HfQkJP4N1H371Tg6vBZeb2pnqxWlpliZmK4A2OntqjR4/iN3/zN/GJT3wChmHg1KlT+KEf+iF8+tOfxk/+5E9iZWUFP/MzPwNd1/F93/d9+Omf/ml8/etfx9LSEv7lv/yXAIBPfepT+NSnPoXf+73fw/LyMn7+538+0BOLEAwkTu9wZOY6ySvqBnLJnO+JF8nKXF/2OwJtQYKwWXabmRtEUz/sNstkt+lXoZXQE6LIioNis+wVYW4U1MwaUro3O7qgENlBtYejpn7Qytz4wcjM5aj7VaMqimACeJs7ks5N0zSW6BGJDkOAtd7ykz0llaQGrGeNJTNX0DrEVo4wZJ85GeKxlblGDevldeST/GQup8sEILOpH2bHq3Q87U+ZK3BoAuDZi1ZqFeiaLmoNAljrLT82lfQ+lHY/JmNJ6JoeWmWu3xriZjD1/OiOMjeIv4U9AMiU4xlqZa7A5wwI374asN5DHPtqJ2t+XdNhwoRpmtA0LTBeIMjM3HKtjL+5/Dd477H3Yjw/DtM0fdVgp5m5NbOGjcoGcslcy5+NEAwc7fg0TcMv//Iv7/v6v/pX/2rf11KpFH79139939f7+/vxn/7Tf/JwiBEkQeL0DktmrkCSGgDyyTyurV7z9W9IVubeXL/p+fMSr1kQNstOlblBTB1zKs4IEm2WbYWWH5tlgc2dg2CzHLZpVDYy16ghlpBTG4Hw2kFxOjJ4zUqXbrMscYiHQzkiWZnLMcQj8dw4yNy4Hhe1BgEswsLPMyeR8CT0JHpYnE8k3Y8xPQZd01mHN50O8ayV1zCcHfb9e/eCXaElsKmfS+awUdmwm7ZeIHVfnYqlsF5e9/x5qepVjjVJxZB5zfwOtktV5mqaFuo4rU4qc2cLs45/1gvoeeeo+6ZpWvb6gq4ZEP7MXD/koNQakowlWUhPJ0Mh9GyZMKFBC8yxM8jM3JcXX0bNrOHcyDkAVg3OxL1nsjvJzC2kCgCA1dJqROZ2CXJ2RRGUgMTpHZbMXIHnBVibTj8bM0AmyQRYGxg/5yaRiAmiqe80MzeIv4dts8yYmSvxWWPJdBPY3AmzMpdjAyOxccVlcygtVxbgcS6QWD84G+BumvqGaQSqzOW0WRZtr+9TMShpDQLs3I8c+auSaiPAS+ZKQyaRCWVmLmCtsfyurwB5Q2UcDWLAXayKYRpYL68H0jjjdBcCZCpz88k8DNNAsVq03wFuIdFuE7CuXxhrCIcyV6o1tl/Ck+qP1HPzM8QjWZnLMXALALqDxENN0/Dsjz6L3lSvr9/ZDEHsYSRdMyDKzG0FyX0eVpvlNspcwLp/6y2Xue/jIDNzX1h4AQBwcvCk/bVEzLu62UkfiWrSytYKJvITnn5PBH+QtVqLIB62VYGglzRZJvmZspWo9gGAfCqPYrXoq/kkkWQC/BPVEpv6nI0QJ+e3S5kbQLMrrscR02KB2CxLeta4MnMlLoSB8KlXAR7CQmIThGtT7cQep9PgVOZKuh85s8Ud2etrwQ7xBKrMFaSGZBniMSqi7kUANsnj97wAWc8ZwNPckXjNAIuwCCMRA1g2yxzDmxLXWJ0a4qHvVY1q8DbLTG48EpW59HdbK615JnMl2m0C1jBgGG2WWTJza/L2aMDOEA+RCG4hVVUHWI3+tdKa589HytwdnB4+7ev3tYI9HM04mCTpmgHhzczliJyS6sDmh4ishxtlLj2XTtwRvSDIzNwXF14EAJwc2iFzk7Gk5/veCffAEVcUwR/kjMhHUAJUECU1C1LxFEyY9rF5gdTFRy5hNeW8KkdM0/q7SNzA5JN5lGtl7xNDAgl4zkaIW9u1oJpdqXiK1WY5qAWSH3Bm5kpCmG2WqQnnh3Cys6YEnRtXDZGY5UmqYz+EhcR3NZeaGnCo0NJ3hniCqPukgmFV5pK9vkCbZT9DPBJVnkTmrpW9N1ElZuYCfMpcaecFWM9dxajYayS3kErAA9bgBIfNsrTrxqH2ARwO8WzX/dXSKgBr2JcbnO8yQKYyl+qjLztiget9YDsz18faUaJbDVC3JgmpzTLgfV0sncyleuUFYVbmShps51TmSuzNAf7f1aZpihzi4bh2UmuIHyKyHk6GwPeRuQH1GoLMzL2ycgUAcKjvkP21hO79vq8Z7YfxOPbREfxBTjc9ghJwEiLeaXBY27qdkOsUaLPutSkntQEC7ExHe91QS1QhcNosO1kQN8rM5f57+J303gsnTatOgxRaYc3MZZnUF3ZuHHmXEhtXXJtqiSoEDsWnxEYBx3NGcJWZG5AylxqnXA19QLbNchgzcxN6InQxFkDIbZa31Wdem/pSCXiAz0pU2nXjaja6qfsrpRUAO8O+nOB8lwFClbk+99WAzPU+sD186+PaSa37tHb0a7Ms8Zr1xP2tQ6QSMQADmRspczsCDnUnQeLALeBfmUvnJe05i2yW28PJPbmXzA3q+aS/cRA2y9fXr0PXdIxkR3b9vkCVuQwOVxH8oftvkAhKQaKqjtO6Udqm0+8EsVRrMqBOPeLRgkfigpHTZtmzMpe5kefX+m8vnCjPOg0Wm2WBk/p2A6Tmw4pYqNqHK+cYkNX85qohElUIHOSZ5LrfKUcG+l69vT7n88lttQkItVlO+B9J4QYWAAC15klEQVTiqRpVsesrv8ozQN7akcVmuSbXZhnwroiXSsQA1rO2Ud6wFfpuIXHwCrDWDp1yZKDvLRWXAASjzOVUaAFW3Zf0rgZ22yx7hdT81VQshZpZ867uF7gmBnjcQiTu0QD/Q44qkLle675EZS6Xe4GkXkggylxhdd+vy5xEJy+A14FNWg3hWl85iYhsZrMcVGZuEDbL19euYzQ7umsP4Odv6CQzl6OvE8Efuv8GiaAU6MGW1JCz1ZA+XtISG8SA/02n1I0ZsNOI8NpwlEjAczbBvWbmsitzmW2WJVkLEVhslgVmqVADJGyEJ8CrzJV03Tgzc6U19bmUkICs+tFpi7JGQzyc15rbahPYsVmW0LgihFWZC/gnc6USg2FW5tL72uvwnFT1KmANX9XMmudrJ1V1nIwlOzbEk4gl0Jfuw0uLLwFAIJm5nAOpgDObvk4jzDbLfgfLpA5N+HUtAGTu0QD/6xDpZG7FqHi+HyUSg2FU5tqZuQzWrxIJeMC/MIHWV9KeMw43DclENcs96aCOUARQ4Mrc7b9xEDbLN9ZuYDw/vutrfv6GbjJz/QxFR/CH7r9BIigFiU2QSJnbHCrYLHu1upJIwLOSuQ5U8PVN/aA24dw2y5KmUQm2MtePzbJAW1td09GT6PGtPAPkNXc4iBh7AyPo3LhqiMT7kRpyftQVEps7nPb6rmyWjWDIXPq3WO31sa3MDVlmrlSVp29lrtC1I1tmrrDaCPDZLEu8H8lK1OuzJpZkSmRYnGucOhcc6T9i75lof8gJblcGJ8qOTiPMNstUQ7yui6XWEJbMXIFrYsD/OkQqEQMAvcleAPBstSyRGGTPzBVQH+m5CLMy1zeZK3RNTLXRV1a6UCeeRIzX+cSVMjfgzFxuZa5pmri+dh0T+YldX3djs3xr/Ra+5w++B5979nMA3GXmRsrc7kFONz2CEpA4ZWtPovrJhRT6kvadmSv0BQ34t1mWuOnUNZ3NFsSJgjXopj7Ab7MsaQNDsIcmKv6a39LqB8CQVSe0NrJm5go6N47sItM0Rd6PnDbLkuo+pzLXq70+599D0zS2rCICKXMlubpwKLQkDjgC1toxUuY2htRr5pewkHrNAP+xCFJVx5l4xhfBRKgZzkjPI/1H7P8OwmaZ25WhZtREDW4CO4PEfuqjVJtl3wPgQp14bCtiH4OA5VpZ3HkB/u9H6cpcwAeZK5AYDLMyt1PEWTeQjqdRqpY8W35Lfc782rQDMl3KAMbMXAd1pFM2y3ZmLrMy99bGLVSMCibzk7t/n55w/Lt+9i9/Fr/71O/iP3zrPwBwl5nrZyg6gj90/w0SQSlIbIKEOfydFvleF8ISyQpCGG2WgW1bYgZFkyOb5XplbkCbcG6bZYm52z2JHsS0GFa2Vjz/G1KnvrOJrG/lGSCvicpC5gq0TdI0zfdACNUOafcjbTp9kbkC636nM3M7McSTijHXfYFOGoV0AQCwUvJe9yWuiYEoM7cVKoZMNbVvm2WhDTnAvxWbVJvlTCLDokiomTVH9+SRvh0y9/jAcd+/dy84LBvrUTPlDYD7HSQG5NosE3nmOZpJqALeb20E5KqpqRfitc8jlWQCGMhcgcQgF/EpqRdi2yw7VPC1gkQCHrBqiAnTM4kmdU3MURulqvuTsSTPPelgCHwvmRvUsEVQytzn5p4DAJwaOrXr607VzTWjhi+8+AUAO+u/KDNXDXT/DRJBKUi0TOLIzJVKeg5kBgAAi8VFT5+XuvgAwmmzDHQ2Q6tRU5/7WgehzNWgiVJoaZqGQrrgq6kvUQkJMCpzhdUQFotUQyZRnYqneIaThN2PdM38TBBLrPucaiY3QzyGaQRG5nIrc6Vmpfsd4gkrmStV5clmsyysNgL+h10kN/X9Tu9XjApiWkzUuhGw3ml+1IKEqlF1VBvvmbjH/u+7xu/y/Xv3glOhBThXHHcSfh2vbOcTYWtiwP8AuNS6b0d0+LRZllgbuQh4yecWKXP3Q9Ka2D4nI8TK3Jg/0lPq+oojvkhqr5jL6ZDeaxJslunf4yCp6/Hs3LMAgLPDZ3d93Skh/uLCi1goLgAA5jbnAESZuaogInMjuEJobZaFvsiGeoYAAAubC54+L5WkBsJpswxYjX1WW5BWNssNMnMDUWgxZ+ZKmETdi0KqEEplLltmrrAawpWZG9fj4hrEmXjGX36zUJKaxWZZoDKXU83kaognIJtlgM9hgiBJhUDQNA196T4sby17/jekEoO5ZA4Vo+J5LSJ17Rhmm+VCyp9SXGqzEfBf+6VmU5PNslfrRoJT0vNDJz8EABjPjdvkPydoP81G5gpU5vq1taUmr8TnjC2aSVjdZ1PmCjsvwD/hKbnu07l53VtLJAbDaLPMEe9DkEjAAzvvNr/OJ9JqCFdtBOTVkG7aLAf1fJL7Grcyl8jc08Ond33dqc3y7Y3b9n/Pb84DiDJzVYG8nVEE0ZDYBOFQaEklBgd7BgHsFFa3kEpSA/6thSQ29QG+JrhnZa5wm2XDNMRdMwChVeZmk1m8tvKa589LrSE0DejXZlniNetN9XpuxgFyCXiaIN6s+s/MldQo6LjNsr6/7iujzBV03QCr7vshc6Va9uYSO8NytI50A6lr4mQsiapRhWEanpssEvcxgH8nHslNfb/T+1KVkJlEBiZMlGtl+z3gBU5Jz1Q8hSs/eSWwd7s9mMS05peozPU7SCzVkhKoc7wKmc0yW2ausPMC/KupJdf90dwoAODG+g1Pn5e4DgkjmUt/37Bn5gL+lbnSakjobZaNCkzT9DV07+SebKrMDeA+jutx9szcq2tXEdfj+zNzHdoskxoXAJa3llGpVRztlTg4mAj+0P03SASlINFmmTZmHEomaS8yau6Q9YFbSD0vABjLjQEAbq7f9PR5iU19gM9m2cn50eKjPjOXe9OTjqdRrpXtBY5f1IxImdtJ9CR6QmlFzJKZa8i0Xcun8r7z3AB5m85kLAld0/3ZLAsc4uG0pvSqzGUf4gkoM1eaCp5DmSutNgKMCi2BNQTwZ1EmVeUZajLXp82yVAU8h8Uh4I70nOqdskkSbrDbLEtU5m7XxvWKN2WuVPUq4L/uSyTPgB3Cwq+VqMRrZtsse7xmkuv+bGEWAHB5+bKnz0tUebJl5ppy3Go0TePLJxV4zYCdGuJVbEF/G2nPWTKWhAYtlDbLXE4hkpS5gPV35lbm3t64jZHsyL49dkJPOHquSTR2eui0/b+dcD60to+Uud1D998gEZSCxMaVPfHth7AQ+iJLxpLoTfWGUpk7nhtHTIvhtVVvqkGpm04um2W3Cq2gJqo58yCBbWWusEU+sKPM9WqXJ1aZm8his7Lp/byENq5YyFyhBHxvqtfzlD4gd4hH0zRk4hlf18zOvhFUQ6hGcjgyuLLXV0iZK1GhBVhkrldHBsM0YJiGuDUIYJ0XACwVlzx9Xur6iqORWjWqIut+qMlcv8pcoe9qjixPwGrsS3jWON9lgMz1fiaega7poVOvAgzKXKHr/VwyB13T/Q3cCh7eBMKpzJ0uTAOA5z6PRJUnV76sNLcarnxSidcMYFTmCquNmqYhHU+zKHOl1ZCeOI+FrydlboBDCXE9zp6ZS2TuXiRjSdTMWtse4NyGpcwlm+bbG7cd7W8TegIxLRYpc7uIiMyN4AoSM3NpKsRr/g0gt/kNAIOZwVAqc2N6DFO9U54tYKUS1Vw2y46a+p3ITmRu7kjOzK0aVU/TjTWjBsM0xN2LwA7p6TsnRti5JWIJxPW478xcibXRN5krtDYC1v3oKzN3e1MmofFN6LQyt96RIcjMXG6bZWlrR2CbzN1a8eQ8Qe9oSfcioT/dDwBY2vJG5kpdO3LYwEocSgX4yFyJdZ+svuut3NxAqp05h/0rYN2TEuojuzJXYM9A0zTkkrlQKiH9EoNS1/u6pqM/3e+5FyJ5j2Yrc/3afgs8t55ED4Z7hiNlbgNIslkGOptP2g34JXOl5soC1rn5GSiTut7nWl852at10mY5iMzcZmQuvRfa2TqTaOzc8DkAwNXVqwDan7+macgms5Eyt4uQ8QaJoAykTA/Xg8VmWXDze7BnEAubHslcwecFADOFGe9krtDFB5fNspOpTXrJGqYR2EQ1Rx5HPaQ29QupAgB4mvyWei8C/p0LpOavAjwW0hJrY2+qF6VaybsdlFBrbICBzBVos9zxzNwGWelBKHO5BngA2UM8JkxPjVSp6lUA6M9sk7khVeb6uTelEoN0zbySuRWjgpgWE/mcUY7X9bXrnj4v1WaZhuV8K3OFOBdw2RoSJEYzAZaC1esAuFT1KlCnzA2ZzTJgDbv4qY2AzGtGPazVcviUuYC/Po/E+5ErX1YimcuR4xl6Za7AnkEmkfHVo5PaK+ZwYAOcOXp10maZOzN3s7KJ9fI6hnuG932P3nnt6hUNWr5u7HUAgMsr1gCOk/VbT6LHFwcTwR9kvEEiKIOqURW3MWOxWRbc/B7qGfJusyx4AwNYFjzzm/OeXtRSFx9ka+sXTvJUGjX12W2WGYkKQHBmbnqbzPVguSn1XgT8L4aDymLmgJ+GHGCdm8QGSG/SX4aW5GZjJpHxNWUrMSud04reyfnZNssBOzIcFJtlwJuCVfL6yrcyV+g7jSOjVKoyNxlLIpfMeb5m5VpZ5PsMAMbz4wC8k7nSbZY5bAAlNL85lO/1kKjMBSwCLYw2y35VnpLfaWEdbNc13df9KJ3MHc4O+3eXE3TdKF/W77AjDaZK6YeEXZlru8x5fLdJzcwFtpW5PtbEUmsIZ4wF4M1mWYXMXLJIbqjM3X6Xt7N1vrl+E72pXhwdOAoAuLR8CYCz3gJX3zuCN8h4g0RQBhI3Zhw2y5LVZ4OZQRSrxVARnoShzBAAb+oRqZvOXDKH9fK654xSgqvsRLMW2EDCQcjQAmBPtN3euO36s1LvRWCHzPWcVSdwM03gyJaVeM2oIef13IIa7OBANpH19a6WqMzlUAsS3ChzDdMIVpnL1NAHrGOV0rSqB21+vdR9iaoRApcyV1p9JBtRr41vQK7KE7DUZ14JC8lkbjqexkBmwDuZK/RdzWkDKGFdzG6zLFWZm/KvzJX4rNHacbm07OnzknsGg5lBLBYXPe2tJe/RAGv4yvPQvuD7EbDeaZuVTU/KQamDqRzEp+2+JmQvk4hFmbmtIDUzF4DvzFyp9ZFbmdvq/Bopc4Pas3Jn5pKqtpEyl94L7ZTALy+9jKP9RzHVOwXAgzI3ysztGuR1ViKIhsSJdluZ68dmWTBhMdRjEZ5eGjxSX9AEUsUsby27/qzUTWcumYNhGr5tid3abapisyzVbnOy17sNoNQNJ7CjOPacoSX43PKpvO9sWWn1A/BP5kqu+33pPk/1niBSmdtpm2W9ru4HNcTDnJkrRXm2F6PZUQDArfVbrj8rmsxlysyVdm628syja4FhGjBMQ9x5EUayI7i14f5eBGSTuQAwkZ/wZbMs8ZpxKkck1McgMnMlrvfzybzvzFyJ66tUPIVCquBpOAmQ/U4byAygVCt5auxLVZ4RpgvTuLJ6xdNnpZ/bQNrKgvc1tC9sn8Yx7CjSZpmBYJKqzA1zZm4mnvGXmSt0IIRrWM6Jw1yjzNyg7mHuzFyqrTTEu+t3xdorc0vVEq6sXMGxgWPoT/cjE8+4U+ZGmbldhYw3SITAYZom5jbmPE98EyRO2dqZuX5slgUTFoOZQQDwZFMjlfAk+CJzhRIWdD/6UZ8Bguw2mW2WpWbmTuQnAADXVq+5/qzUDSfgz0YUkK3y7E31+lJoSW1++1WfSbbG7kv3YbW0am/43UKyMpejAe5qiCfAuk/KA78OEwSpjgyjuW0y1wOBJrnxzabMFVb37UxIj7VR8jUDgPHcOG6u37TrgBtIfZ8RxnPj4bNZZmo2SiGrdU1HXI/z2SwLIan3Iqw2ywAwlhvDzfWbnj5bMSrQNV0MwVQPll6IsH4BYaYwg9sbtz0RTWVDOJmbschcL3nHUq+bX/IMkEnmRsrc5pCcmetXmUs1RNq5cSlznbyzG9ksB6rMZczMpXg46vfVw0lm7qvLr8KEiWMDx6BpGkayI/Yawslz3JPoicjcLkLGGyRC4CjXyhj5NyP4xJ99wte/I2XDWQ8q9r6yE4WqEAArJwYIpzKXGo5hU+YC/slc18rcgBoM3DbLUif1icwNmzLXz8AEILs2ks2yV8JJqnUjmzJXWG0EdhSDfi2kJd2PnDmDruz1jWDJXKC9NZNTSK37Y7kxAJEydy+kDoTQoEsYLegBi/CsGlVPjW/pZO5QzxA2Khue1pJS39VsylwhNssAX166aZpih3jyqTwqRsXTeUpe7wPWgJKX9xkgu4b4IgUFr4kBYLp3GgBwdfWq689KVooD4bxu2WTWt60okZ5S1sUJnclmOazKXKHqVcAaKvNlsyz0nUb9fb/rK682y0ENJHBn5lJ/ryGZS8rcFnv5lxdfBgAc7bfyctPxtO126jQz1487agR/kPEGiRA4krEk4nrc98MmMTM3pseswuNTmRvTYtA0jfHIeEA2y17yVKQSnoRImdscbjNzlVLmClvkA1YTFQCur3sgc4VuOIGdpr5nMlfoIh+wVFomTM+1X6raxzeZK/ia+VWKS7RZJjVTN5W53A0h9iEeoQot22bZgzJXKuEJWO+ibCLr35FBWA2xlbkeLVLtdZIm75oBwHjeWofcWLvh+rOSiRjAv0JL4rs6m9yO+WFo7Eupj8lYkjX/Xcp51aM3uZ0t62FdLN3Wdiw3hoXigifL1FK1ZL/7pcHPYDvdz1LPbaYwAwC4suLearlcKyOmxUQ+Z8DOdQuTMjeXzPnup9r1Uche5qAoc72+26T2HAHr3Py4g0jtYdGwnG9lrkebZVUyc1e2LGVuIVXY9z17MLvF73tt5TUAO++hVDxlr2mdZuZWjArrOUVwjojMPSDQNA3ZRJbF+lVi48rvwqpiyGwUAD6thQQvPoDwZuYCfMrcljbLdU19Ilu5N6vsGVpCM3NT8RQGMgOelLmSGwU2eebRblOytZCdn+jDLk9ibfRL5kpWn/lxYwBk2iwD1rPP2QB3k5mb0BPsg2jcdV/qEM9IdgSAP5tlic8ZYD1rXuu+VEcG3zVfMAEP7AyV3VgPH5lLexkvTX2JrlAA7/CmlPrI1dSXRlbUg+z1vWTLSm18E2hAycu5lWole4BXGvzUD7qfpZ4b1X0v9tjS634olbkJ/8pciTbLHE48UpW5FIng9bpJHuJJx9Mo18qe44toIETKvUiwlbl+M3M92CwHuWflzsxtqcx1YLNMjhBTvVMAdtt2O1XmAv5J9wjeIOupjRAoOGxBqkZV3AsasDbUXhvfgHVeEpv6gD9lrmQiBgi3MtercoTgxIKnvqlfrBQR1+PibZalZuYCwHDPsLepbyLSBTYK/JJnlKUikaj2S3pKbYKw2SwLq42A/+EC2gBJW4dwT7U7VeYWK0V7w8sJu+5zZScKtVlOxBLoS/dhbmPO9Wcl2ywDlitD2LLS7Txxj+srqc1hAtl+e1HmVmoVke8zgq2s8ziYKvF95jfDmSBJmZuK89gsS1VoATvPmRfyTKpakODHbUKyMpdIQS/1g9YxUutjIW0pqij70A3KtbLY9xmwc918ucsJe9aySf/iGIlkbpjrPtcgoMRnjdYhYXMpIwKeS5nrxmY5SCfSjmbmOrBZvrJqOUIQmVu/BnCamQtEZG63IOMNEqEj4LAFkWizDFhNK69kBSD3RQYAw9lhAPDUbJSsGATCqcylRRWbMreVzXJdU3+zsmlbknCC22ZZalMfsAYnvGw4aYKNbHwkwW9mrl1DBBLVHHbE0uoHwGezLJFk8ns/SiWZUvEUS410omai+kl1PwgyNxBlrsC1I2DVfS8NYvFkrh9lrtAa4pc8k9ocJtDwZhgzc20yxsPAnFSi2u9wAaFmyHG9SsaSvPnvwgavAH9krmSFFuDP1la0MtfHednKXKG9ED9rful131eUhdDhq2wii83Kpr1e9wKqj1L6IYlYuDNz6RnzMjAByK77HAPgEs+LLTPXbN83aKTMDerZTMQSrJbE1E+hoaBdv2t7r9Pq911ZvYJCqmCvZ+t7mY6UuUxxIxG8QcYbJEJHwGGzLNXqaiAz4GmBT6gYFZHnBew0d+Y2PZC5ghWDwE5j35f9jrCmHHdmrmNlbjVghRajMlfK5mUvBnsGsVBcgGmarj4neWiCMjS8KrSohkh7zgB/+YmmaYpV+7Apc4U1QACGDGehdb9bNstBkbn2EA9jZq7Uuu91iEeqFTGBhhzdvs8AuedGzYYw1kZgx0nDy/taelPfr02qxHPjUuZKcr1KxZiVuULOqx6+lLnSa8j2GsvLII/U5wyoi5zykZkr9dxon0bZh24g+ZoBTM+asPU+kRd+SCZpmeLJWJKFYJKqzKVnLIyOVxwuZRLPqxuZubRfqpnBRV/E9Ti7zXJCTzQU9NiZua2UuStXMF2Ytv93PWfgNDMXiJS53YLMzkqEQMBlsyytuQNYZO5KacVzXkClJrOpD1iFuJAqeCNzBZNMgLW4ysQzuL7uPqdUqjKXjcx10AjZp8xN8Ctzg8jMldjcAYChzBCqRtX1gljy0ERMj6E31et52IVs17gzOTngZxiEni9p9QOos4PyaiUqWH3mx3INkFv3uXMGndgsG6ahjDJXUibkXgxmBrGw6X6IR/KkPmARgzWz5qmOSFUy+RngAXbqh9Rr5idfULrdpleb5ZpRQ82sibxmNFywXvG/3pfS/E7GkixDPFLz7YEdtWAYbZb9DISoYLO8uBW+zFw/qkGprgWETCKDQqrgKQde6nqfMiL99Hkk2izXzJrnPirBdk8SVh97Ej2IabFQKnM5HGukPWNAAJm5Lm2WA1Pm6gl2m+VCutCwT0fXtdlevmpUcXnlMg73Hba/Vr8GcJOZ69f9NYI3yHiDROgIOGyWpSqZONQ+El9khJHsCG5v3Hb9OckkEwBomoaZwgwuL192/VmpU3JcZK6Thb6madCg2Zm5gSq0mGyWJStzveZTU+NLos0yAEz3TuPyivtnDJBtuzaRnwAAXFu95vqzkgddsoksNGihVJ/5mdIH5NZ9LptlJ44MnbBZpufioNgsl2ol18OOkmsI4E+hVaqVENNi4q5ZIpZAOp72TObS/SytfhDsaxZCZa5XoppqvsRzS8VSiGkx/5m5goZd2LMThZxXPUZz/q1fJd6PwE4NCZvNci6ZQ0JPeFLmSiZigB17zDDaLAPWut+rMlfXdHE9A+rz+BHISCNzbTtWnyST1IgOTdPQm+r1HV8kcV/NocyVWENIAc/hKqpBa7mfISK03mY5yMxcTmXuWmnNJvQb/S4ATX/f1dWrqBpVHO0/an+tvpfpZD0QKXO7CxlvkAgdQTZhKXO9ZjwYpgHDNES+yPxMswNWkZPa3AGs3NwwZuYCwExhBq+tvOZaFSN1YcVts9xuMRHTY8Fm5jLbLEvN3Qa8k7mUmSv1OTs6cBSXli95mriVPKk/2TsJALi25p7Mldzc0TQN+VTe88ZM6mQ0sEPmepnSB+TW/Uw8w7KRcWK9pmkadE0P1GaZngu2rHTBNstk3+h6iEf4sJwfYrBUldvUzyfz3hUIggddAOte6kn0hMqKmODVJlWFd7XvzFxBytxUnMlmWbAyNxPPIBlLehoAtwdChNYQW5nrZYhH8Hpf0zQMZAY85dvb72qh55aJZxDX455Ug9LrPgCM58dxY82bMlfiPoZDiUb7NCnrYi43HslrrN5Urycrc0D2OoQjmknic2bbz3tUUxOcKI/3KXMD3LMmYgkYpuFbBU/YrGzaxPde7D2vvXh58WUAwJH+I/bX6t+TTt6ZEZnbXch4g0ToCPxmPEi2FiIy12supFSLCcJwzzDmN+ddE/HSm40AMFuYxUZlw/W1k6qw4Fbmtptqj2mxYDNzD5Ayl2wAw9bUP9p/FFWjiiurV1x/tlwriz2vybx/Mldqc4djgljaZDRgPSMDmYHQKXPzKe8EUz2cTuvHNGuIZ6OyEWjdPwg2yzTE45VkklpDqKnvWaEl9Lz8kGeS9zGEgcyAayJGshUxoZAuQNd012SM5CYq4G+4gFAzamLe18lYksdlwmzvMtEtaJqGvnSfJzJXeg3x0w+RrMwFrD2a10EXQG4NIdVgGDNzAWuIc2lryfVQuFTXPOqn+lHmShu6tbM1febm0nlJeZ/Vo5AuRJm5DSC1B56IWTmwXgl4QsWotL0f95KehmkEtmd1kmPrBq36APWxTI3wytIrACzRB8GtMpe7TxzBHeStsCMEhlzCny2I5MWwn6YV4KzQdxPDPcOomTXXG08VlLkUuv7aymuuPid1+o/IXN/NHYeNkF3K3AAyc9mVuYIzc2cKMwDg2pJYus0yTdzRBJ4bSG7qZxIZDGQGvNksby86Jb7PgO0JYo/TqFJrI2EsNxY6ZW4+aRFMbh0m9sJN3a/UKtiqbgWrzGWq+6Ec4qnKriFeSWpAtjLX16CL8NoIWIrqMFkRE3RN93RukveegL/hAkLVqIpZF7PZLBtybZYBS/XjpUksvYaQmilsmbnATr69W9i9EKHvNMC6bmG1WR5IWwMGbntY0pW5fob2bTJXSB2hv7NvZa7gYRc/+2rJ65Cw2iwD8Dx0VQ8ndaRRZm5QriJJnWdwgrBR3rBr0l60U+Y+P/88AODk4En7a/XvSSfrAe5+QQR3kNlZiRAI/HrPS55K8mqTR5C6YCSMZEcAwLXVsnTFIACM58YBuM9QlHo/2s9ZhUmZ285mmZS5AWXmclnvECQ39Skz4qXFl1x9TrrN8mxhFgA8KXNL1ZLYRT5gqXPDZrMMWOoKL00rQPZmGrBqfhiVuYZpoFj15nxCcKrMzSfzdt6fCpm5kmxE98ImPV0qBqWvr4Z7hgEAc5vuIzq2qlti32e+bJZr8knPgcyAezKXzkuXe16ANTgRNmVuLpljGd6UUh9TsRRK1ZLvwSSne5huwWuTWPr9GNNjKKQKrmuIYRqoGBWx7zNgpza6vTelXzPAO9FUrpXFrYf3oi/dB8ADmStdmctgsyxFSMLV65FGUtfD68AEIHeQGAivzTJgqan92ixXjao4m2WAb3+9UdnwbLP8zNwzSMfTONR3yP6aa2VuLFLmdhMyO+oRAgEpBr0uPiS/yGb7LLLi0vIlT5+XumAkDGetptztjduuPic9JwYARnOjAIBb67dcfU7q/ZiMJZGMJdkyc50otLaqW6iZtWAyc5ntMyRn5k4XppHQE67JXOlN/aneKQDA1dWrrj8r3XZtsncS11avuW7uSJ/UH8+NY25zztPkpvTG1Uh2BKulVU9TnFItpPPJPAA+R4Z2aqahniHbzUKFzNwgLav8wmtWunTnE6/nBciu+75sloUOg9RjNDeKheKCq/pIz6m09fBeeFHWSY1UIfhRigOAaZqi6mMyloQJ034XeYXTd1m34LVJLH1YDrDWxW7drqTHBgBW/aiZNdfPmwq9kIn8BK6tXnO95pesqiPYOc4u1eJShRZEnvlxZKC1iJS9DJf1q7Tzqkd/ph9b1S1P2Z5lQ+6+2u/9KNVmGfDuoFEPJ2R1N2yWOcjcqlFFuVb2pMyd35zHF1/+Ik4NndrVl3WbmWv3iSNlblcQkbkHCH5tQSQ3QWwb0SX3NqKA3AUjwavColQtIabFxJJnADCa3SZzN1ySuYLvx3wy75/MddgI0TXdXsAFqdDitFmWqsyN63Ec7j/snswVbrM82budLevFjli47dpkfhLFatH1xLd0wnMsNwbA/QAPIH+4oD9tNXY8NVKFWhzaZK5Pu03bmrLNO3uwZ9Am6VRwZKgZcuu+V2cXu/kt9DmjIUC3ji6A7LqfT+axVd3yNegirX7Uw4uThvQ1CMGLsk76u3owM4i18prnWilNwcqVl+70XdYt9KX7sFpatY/TKaSuQepxZvgMXl58GcWKc6cQFchcygMOm1U7AFwYu4BSrYTn5p9z9TkVyNywKXP9KiEBuZm5YbZZnspbg+1XVty7lEk+L3q+vLp5Sa4hXDbLbjNzg9yzcu6vaTChWR+AzqHROucXvvwLAID7Ju7b9XWvylyufkEEd5DZWYkQCDg89QGZi+G+dB8GMgOeMiEBa1ElcYqM4MdmWWqjkUCkhWub5VoFMS0GTdOCOCxfyCVzbMrcdo2QhJ6wFzoqKHMlKRAaYap3ynWep3Sb5aGeISRjSVxdC6EyN79NVLu0WpY+qU/2816yZSW/q4GdjedS0X2mm9QNdT7VeWUuIZAhHuZJW0k2onvhNVtWeu62rcwthkuZ60eFILV+1IPI3MvLlx1/Rvr7jDDYM4hSreRKGSP9fUbDtl5jfqQpWMmq22/tl3Zee0HZsm7riPT7EQDODJ2BCRMvLLzg+DPS3WqAnXx715EICpzbXeN3AQAevfGoq89VjIroexHYGeB0u+aXKrTgJHOl9B65ci8l2yzPFGYAeIucKtfK0DVd5D6mL92HZCzpWhRDkG6zvFHZsO8rL/Bis2yYRmDXmv7WflXwwI7bajNlLp1DI2Xu03NPAwD+lw/8L7u+7jYzl7tPHMEdIjL3AMG3p75QW1vCkf4jeGXpFU+flTr9R7AVFi6VueVaWXxzx7ZZ9qDMlXrNWMjc7UZIu4X+icETtr24EtmJghVagDU4sby17Op8aQEjVRWja7pt4eUWkhVagHfVsfSG3Hh+m8xdc0/mSrd/9TqlD8hVxXDYrgEulLnbalJADWWu5CEeUvu4JT2lP2fJWBK9qd5QKnMBb4MTUutHPSg25vKKCzJXAbIC2BlSur523fFnpL+r/SjgAblN/YOgzAU8qAUVGAg5PXwaAPD8/POOP6PCQAite8KozD07chYA8MK8cwLeMA1Ujaro8wLCq8z1Y/8qLTKGi5CRbLM8XZgGANcW9IBswlPTNIzlxlyLYgiVmtyBEBq68vWsubBZpt5rkC6CnPvrjco2meshM/eF+Rdw9/jd+57VXTbLbjJzI5vlrkBuRz0COwppqyD6CUgH5G5gRrOjniejpU7/EWjy23VmblWuuoKQjqfRm+p1TVpIvmYcZC41eNo1wO+ZuMf+b2WyE4U2d4A6S3MXjTkVGqkT+QlXDVRCuVYWfV6kzHWbB0zXTOoGxo8yV7zNssf8LECeNRmBOzO33SayXpkbiCNDjHfSVvIQTyKWQCFV8JzlKfU5A6zhJC/T+pKVubYK3ocyV2rdB7wpc6W7gxC8ROJIJ2K8xuAQpJGeXE196cpcPwQTIHwgZLuGuFkXq7CPocGJW+vu3mkqENWkGnxt1TnRpML7DPA3OCFtrQ/sEEwsNstC6ggXISN52MV+xjyQuZKtiAGrZ+ClXwBY5yblPtwLP8PfBCeZwKpm5rZT5jYjc9dKa7i2dg0nh07u+8wum+VImSseMjsrEQKBPUnmIacOkJ81VUgXUKqVXC9ETNNEqVYSq6oD6jYwLptypVpJ9OKDcLT/KC4uXnT1GakTmwCvMrddg+feiXvt/6aBDU7E9Tg0aAciMxeoszR30ZhToVEwkh3B/OZ8w+m8ZqDaKPm8bGWuS5tl6URMpMxtDKkOIX4IpnrUjJqjDWS9MpcUHZwIRJkrhKxohKGeIddkjAp1nxxr3NR9QA1lrpdGqvShVMCjMlf4AA+ByFw3LkriyVyfylxppOdBUeaOZi1XKC8RP4DsGkLrYldkrgLvM3vQxUVtBOTXEMAaxh7qGXI1xKPCeQHeBzil9nlsp8NyeGyWqQdKg2FeIe286kHD314G250Qgt3EWG4Mt9ZvuV7rm6YpWnXs1Y2hHhWjfWYurb/qM3MDs1nevo9oLeEHpMxtl5m79754ceFFAMDJwf1k7i6b5UiZKx5yO+oR2OF3kkz6Bsa2YnBJVktv6gPWQn0kO+LaSlRyQ64ep4dP4+rqVVf3ptSJTcAic9dKazBN0/O/YTdC2jR43jL7Fvu/H5h6wPPvawZN05CKpw5MZq4XFTxtfkQPhPQMo2bWXBFo1PiWXBvtzNyw2SyHWZm7nZ/ly2ZZWO3nVOY6aYKcGzln//dbZ9/q63c2QhCZuZKHeCZ7J0On7geAEwMnsFnZdN28kqzMpWgOL4MuUodB6tGb6kVfus+TzbLkNQgQUjKXS5krZF3MFa0ijaTei6neKQDuXV2k34+AtX7UoIVOmUuDLhQt5BQqnBtgkdVuVIMq3IvATpSFW3c5qX2edDyNuB73pcyVZkfMbbMscY3lN+JH8nM2lhtDzay5dhgi8l3quZELldf1FbCdmevUZtlQzGaZlLltbJZpPUZ4YcGy8z81dGrfZ+r3EU7ui0iZ213I7axEYIffjAd6QUst+F599W0iJia7CTKZn3StPpPckKvHmaEzANzl+0id2AQsMrdm1nxNODpV5tIENgDcNX6X59/XCqlY6kBl5gLuNp3SyTPAG0ktXeEJWAv9ZCzpqTYCcs9tsGcQcT3uicy1B5SEnhttqJeK7m2WpTYKuJS5VaPqaBr4vcfeiz/8rj/EX//9vw7kb8GtzHWqOO4WZgozWCwuunLUUGEQ8MTgCQA7U9hOUDWqMExDLDF4tP8oAHdWvQTbYUhgg7ges4VZVwot6e8zwkxhBgk9YTeSnEA6YcGmzBWiYLWjVXwO8lBTVOp63yuZK3UNUo9ELIGx3JirdTHVEKnPGWANAuaTeddkrvQaQpjtm8W1tWuOFVuqvM/60n0Y6hkKjQObpmnoTfXy2CwLuXZc6jpp51WPmB5Db6rXE5lbrpVFnhOBnCbcOjhKf58Rmes1RhFwpqqm9ZdqNsublU0AzW2W9yqOCZTN3kiZS3wR4NBmOVLmdhUyV9gRAoHvzFzhE+10fm5f0rSBkdq4Ikz2TuLa6jVXFhqqKHPJs/+lxZccf0bqxCawYwviZ/HhNDMXAB76gYfw59/z54E9m8lYku0lLd1uk8hcN9ZrpWoJcT0utmkF1NlHu8kCVqC5o2map0EX6c0dXdMxmh31ZrNcKyGmxcQ+ZzaZ6yEzl9YhUqbZCWzKXIekp6Zp+PCpD+Pth9/u6/c1A5c6iyC97s/0WllaV1auOP6MCgTasYFjANytraTnrx4d2CZzF92TudIbV4TZvllcWb1iE2LtYF8zwYMFgFW3zwyfwRM3n3D8Genvar+uV3SNpbzTuBqNtFeVWvd9k7lC958Et24TKgxvapqGQ32HXNssq/CuBqx1iGEajp00pNfGepwcPOlqYB+Q3efhInOl1H0um2WpezRCX7rP895T8nM22OPNjli66yYNy/kicx3YSO9VsAYpPKFjobWEHxSrRQBAJpFp+P1mNss0UHl88Pi+z5B7GuDQZjlS5nYVcjvPEdiRS+agQfOc8SB9AtCrzbIqTZDJ/CQqRsXVC00VZa6XHAupE5tAXd6lB1UdgRYSmqa1/dn7Ju/Du46+y/PvagdOm2XpdptkA+imUbxV3RI/DEIL4rApc4GdQRc3UMEidTw/7jrPDbDOTfJ5kU2ql3OjzY80lSdbZq4ZXE6PG9jqrANS92cKFpnrxuJQBUcGcu5wMxQive4P9wwjn8zjpSXnBDWBGleS6yMAHO47jKpRdXw/Sr9m9bhz7E5cWb3iuOkonbDwm5/oZnCzE6B6Fnab5b50H3oSPbiy6nyAB5B/PxKmeqdwY+2G44GQdk1hKZjts1wL3Ay22/0roT0Dgtu8dBUifggnB09isbjoqocluc9TSBU8Ox0C8kjPg2CzDFh137MyV+g5ATtW5m5tlqW/zziUuVWj6jozN8gBZE5lbrs9TTMy98b6DQxmBhtm7VLGOeBSmRuRuV2B3M5KBHbomo58Ku/bZlnqy4yUuW7PT5WsKZoidqUcUUSZO5GfAOCOzJVseWLnXXpQ1RFqphxbylQsxavMFXJejTCWG0M+mceLi85tKTcqG00tTqQgrPbRgDUMMrc55+oeVcEidTxnkblus7elD/HkkjkMZAZcW+UBO5P6ToZcOolOK3ODBldDnyDlvJqBmqiuyFwFBkLGcmMAXDpNCK/7mqZhpjDjWlEHqKOqOzt8FgDw1O2nHP289GtWj/Mj5wEAz8095+jnpTcbaVDa695arM2yz8acnQUs5Lz2glSery696upzlVoFGjSx50WYyk+hZtYc2262s2uUgkOFQ6gYFXcDSjX57kmAZa8POF+HbFRa5yVKAinA3OSlS1bm9mf6Xasg62HbEQvpqR4Em2XAUh16zcyVek7AjiPgQtEdmSt9TWxn5nqMsQDc2SyrlpnbLnu7GZm7sLlgq7n3ggYDAGd7Cvrdkc1ydyB7VROBHV6zAgD5Vgy+lbnCSU8vOWHSm/oEaji6IXNL1ZLYCWIuZa6UZgGXMpcWE5I31Jqm4cTgCTtPwgnWy+viN9OH+w4DcJedqMrUNyn73TxvKlhIj+fGUTEqrjdnKgzxeLHKA+RO6odWmXtA7PVJmevmnpTuVgNYjZCYFnNXGxVQeQ5nh10rEAD5cTGEO0bvAAA8dcshmavANSNM904DgONoBOlkrt/8RJv0FDLswmWxL81GtBFODJ7AK0uvuDpXqWuQvXBrI71RVoMYPNR3CIC7d3WxUmyoQJIGex3iMC+dCHgVzo32aU5dlEzTFP2sjWZHsbS15LlOSquPbDbLbcilbqMv3Yel4pLrIWlVlLmebZaFnltfug8xLYa5TR9krgeb5SCFJ/S35lTmNjs/+7z2OHQsFBfsAYC9cJuZq2maJfqJlLldgdyOeoRAMJoddR2OTqAXtNQNtWdlriKZuTTV6JSMMU0TW9UtZOIyCc96pOIpDPUMuSJzJVvbcihzndiCdAqpWIpl0SE9Q4twfPA4rq1dszfK7bBR3kAumQv4qPzhcP9h5JI5PHHLeVYdNXeknxtZibqxWraVuYKb3/ZQiMs6Uq6VxQ/xzBZmcXX1qr0RcQqpk/rJWBLJWNI/mWvURNR9u6Fv+K/7pmnChCl6iMerzXIqlhKnEq+HrukYzY2GSpkLWCqExeKiYwtRgnQVAuHsiKXMfXruaUc/r8o+BnDvxCOdzAX85SeKVeb6HORR4Vk7MXACNbPmSp0rdQ2yF7QudkzmkspTujJ3m8x14+xSrKpF5jpW5pbVuGbAznCB0yEeIjul1n0vblf1kEbmstksK0AO1syaXe+cYrOyKfo5I5Vl2GyWdU33bI1NcKTM3WOzHGRmLv2t3fY/GqGdwr+RMtc0zZbK3PrzdnpfpOI8feII7iG3sxIhEEzkJ3Bj7YarrBGC9MwRCux2q2JSRX12fMAicy8uXnT081vVLRimIX7KljCRn3BN5kolYoiE8ZIJSZBks5yMJVkUWtR4ldzUB3asrtw0QSQv8gHrb35+5DyeuPWE44nU9fI6AAXIXJr4dtgkANSwSLWHQlwq/IlkkoxDfYdgmIarawbIVsXkk3n/NstC6j6nMtce4hFwXs1A1t9ubZYlE56E8dx46JS5Qz1DMGFiaWvJ1eek72MIuWQOI9kRxwot22FIgfvR7fCVCtcsTMpcLgtA6U19ADg5dBKAO8eacq0set1IsMkzh88ZEYPSSU+KRHBD5m5WNsWfF2ARMrqmY77oLB9SJWWuW6W4PVQmdB0ymh0FANxa9yeQkTIYwm2zLIWk3gvqFbslBzfKG6L7qWG1WQYsS3O3a32CYRowYba9H/cqWIN0yeqkzTKdQz3vs15eR8WoNFXm1sPpsDJnHF8Ed5DdUY/Ajon8hGXb6MeeTGjBpwaBG0IQqGtcCW+CFNIFDPcM4+KCMzKXiBjpJBOByFynRJNkZS4tFr0uPoBw2yxLaVo1g9vpaBVslgErh2+xuIj5TWeNAlVqiB9lruSmnFdlrgokkxd1BSBbFZNP5VmUuRLqfkyPQdd0ls0mKc+kD/HMFGZckbmqNPUneydxfe264ylwFYhBytFy+i4j0N9Ahes2W5h1fD+qQMATaEjp+np4lLmFdMF1xA9BWvObKy9d2nk1gtuMUkD2QFk9XNssK5K/6mXtqAqZq2s6BjIDjt9rqlwzwL1SXHoE2mhum8z16HYorT5y2izrmi52vU9rRzdiC9M0xStzC+kCdE13T+YqMHTlR5nrlLvYS3oGqcylY+mkzXI9mUtW3E7IXKfg6hNHcA+ZlTZCYHBrb1UPe3pHaMEvpArIJrKOF4oEVZS5gLWJcWy/o4hlEmEiN4FiteioIWKaJkq1kthrFtNjyCfzvmxBqkZVDOnJNXGlUlMfAK6sXGn7s6ZpKmGzDADHBo4BAF5afMnRz1MNkX5upMx1U/tVsBKlLHEvylzJjW9gp4nqVHlGqBpVsWsQDmWuuLrPsDmzlWcCSOpWmCnM4MrqFcfWvcVqUewapB5nhs6galQdq8+K1SIAiI7o8EzmKqBCIMwUZnB97bqjho8K7zNCJpHBQGbAtTJX8jstlDbLfu02FXjW3Fq/ArIHyuphr4vXXGbmCu8ZDGYGkU1kXWXmblY2Rb/P6jHUM+RYcEHKXOnXDLDUw/3pfsfPGvUcpK6x/CpzpZG5XDbLVaMquj7amdsu9p7FahEmTNFDE7qmY6hnyLXttwrrKz9krtPz25uZWzNrgd3Hts2ywWez3KyONCJzifBvZrMMAB86+SG7T+MEkTK3e5DdUY/ADl9krvCJdk3TMNU75ZnMlTr9Vw83zR1V8i4JdG86afDQ+Utd5APW4sPrpD5gLSQkLfJZM3OFkBXN4EaZW66VUTNrSmym3ZK5qtgsT/VOIabF8Oqy89wzFTYwXt/XpaoaNsuAB2WuURFTF/eCRZkboLWTWyRjyYNV93tnUDWqjif2N8ry7fUB4PzoeQDAU7efcvTzxco2mZuQ2/y2LeVcugypoEIgzBZmYcJ0tCZWSZkLuItVUeHcelO92Kxs2o01NwirzXK7LDcJcKsWBNRxZHA7NGETg4IJC8Dq9cz2zYZSmQtY7zbHylxFrLEJk72T7m2WhQ4okTLXa2auNIEMl81ypSZ3jwZ423uq4lLmNq4OUGPoqi/dh9XSquNB23o4taKvz8yl/wvqPg7CZtlNZi4pcwcyA03/3T/66B/h0k9ccnwckTK3e4jI3AMGrxl8QF1ukeCCP9U75TqDj4qPZGKQQM0dJ4thlex3AHc22SqoqQvpgi9lrhS7TWBHoeXUArsZVMnMpcX+c/PPtf1ZVRb5wA6Z+/LSy45+XhUyNxFLYKYwg1eWXnH8GRWGeMZyY4hpMVxZba8Qr0e5VhbbACHYuWcrl1x9TrIqhiUz15CRmQtsb84OkCMD3ZNu3E+k10YAODdyDgDwzO1nHP28CspcaqS6sUcF1GhcEdwMlamwJq7HZH4S19auOVpTqpALWUgVAMCTOleaMpezqQ/IUZ41Qi6ZQyFVcNU3KNfKYgiYdnAz4K6Sm9ehvkO4vHx5V4O6FVQic4d6hjC/Oe+qNqrS55nqncK1VWd1X/oQz0h2BEAIbZZr/m2WJddHWue7Ufar4lrgNq4OkC/UAnai67ysr5y+1+ozc4N2k6Lno5M2y7TOBHb+jr2pXt+/nxApc7sH2Z2VCOwgazJPmbnCpsgaYap3CqulVaxsOVdEqtQEsRchDuxBVFl8ENyo0FS4Zn3pPlf34V7UTDlNfS5LEFuhJaRp1Qy9qV6cHT6Lr135WtufVcWKGACODhwFED5lLgAc6T+Cl5dedryJUaEJEtfjmOqdcm1FXKrJV+b2pftQSBVcn5vkRkEhXcBGZcNxNmkjSHJkOHDKXJdZ6RvlDdH1g3C036r7ryw7G3ZRQZl73+R90DUd/+Py/3D1ORX2MQQ3TUfpKqa9mMhPYLOy6ag5p8K7mhQOpHhwg7Aqc1UZnHCjFgTUGeIBdshcJ+ti2suoQHoeKhxCqVZyZHFLeZcqnBdg9elqZs2Rs5dK1wywhniK1SKWtpba/qz0d5pts+yDzNWgiRlytG2WfRIyVaMqZg/TCOO5cST0hCsnL1XEMRO5CZRrZVfrEFuoJXhN3JfuAwBPAhm7F97m2tVn5hLxqYIyt91QSL3imEBD5/lk3vfvJ0TK3O5BxhskQsfgNWcKcB4i3k24tREF6qb/hC4Y62HnDDpo7qiy+CBQvo+Tc1OBzC2k/Clzq0ZVDOnJtchXRaEFAG+cfiOurF5p2+RxulCUgFwyh7HcmGsyV4VzO9p/FOvldcxtzjn6+Y3KBnRNF096zvbNupogBrZtllV4n7m0ygNkK3NHeqxJfS/rK4JERwa/UMWRwS2Zu15eV2JYLpvMYiQ7gleXnDWvSJkruUHcl+7DXeN34cuXvuzqc8VKERo08XUfcHc/Slcx7QWt950oIjer8pW5ZPvtpfZLU2jR2uEg2CwD1nP22sprjlWea6U11iZokJjMT6JUK9kZea2wUd5AKpYSs/5oBTeDLtQvkFw/6kF9urmN9nsZ1Yb27YzqEEQHZBIZ5JN5z5m5lZqswVTaV/nOShe8RwMs0u7YwDE8N9feeY2gynPmxuGQoMLQFZG5ToZA9sKps0u9gjXoNZktkPEx+E3wYrNMcVD5FCOZGylzuwbZnZUI7PBF5iow0X5i8AQA4MWFFx1/RgVikOBGmauSqg4ATg2dggYNT99+uu3PqnDN+tJ9KNVK9rG6Rc2Qo9CizZTf5o4qCi1gx5ry4sLFlj+nks0yYA28OLVZVil3m1THLy86P7dsIgtN04I8LN+YLcxisbho32ftYJgGKkZFbAOkHof6DuHK6hVXOTiSlblku+Y1QwuQ58jAMTkszUa0GdyQZ4ZpoFgtKjHoAljPmtPBCVuZK9hmGQDODp/FQnHBlQNKsVpEOp4WX/eBneFNR2SucBXTXrhx4tmsbCKmxUQ3G/3sraXVR2o0cjT1ATkkdTMc6TuCreqW46z09fK6EmtiwB15tlFRw2kCcJd7qYJNez1oHeIkNka1c6P70Ul0jArvtNHcqC9lrqTaqGka0vG0554VoWpUxe7RCGdHzuKVpVfs56cdVBHH0JCcm/gR2uNJtlm2ydyiezLXqc1yvYLVJnO1YJ5PWst20ma5nswlR5xImRsORGTuAUNvqhdxPY75ovsNpwqZuV7IXHvBqEDz25UyV5FJMkI2mcXRgaN46vZTbX9WBTKXMrS8Wi1LaurbGVo+X9SqKLSAnWZBOyseVRb5hGMDxzC/Oe9INb5eUWcg5Ej/EQDOGiCAdd1UaIDYNd+hHTG9pyU3QAizhVlUjaqrKeJyrSx208lC5kpS5sZTB8pmeSw3hoSecLS+sq1fFVlfHe47jBvrN2yithXszFzBNsvATtPbTaZ4sVIUf16EgcwAehI9ju7HtfIa4npciX0MsHPtnAxfkUWqZALeV4SRMNerg2az7GbtWKlVUKqVWBUtQYLIMyc20puVTWXeZ2Emc08PnQYAPDffXjmo4v4TcNajk67MBSyrZa/rfWlkLsCjrqsYFXHntRdnh8/ChInn55939POq9FPPDJ8BAEd9VAKdm+T6ONwzDACOndfq4dQ9rz4zt1PKXA7ys92xNlTmliJlbpggv6MegRWapmEwM+hpepg2dpIJNNtmecm5zbIKxCChL92HXDIXSptlALhj9A68uPBi2xeCCgQ8TZI5yb1pBElNfXvh4fNFrUpmLuC8WaCaAp7yE500UencJC/yCfZ5OVQdb1Y2laiNbuzkAHU2ncDOM+bGRjrsZG7VqIohPZOxJMvmTJUhHl3TMdU75WiqXSXXAmDnWXNybqooc93aYgMWUS39vAiapuH4wHFHdoCrpVX0pnpFE571uGv8LgDAt65/q+3PqpB3Odjj3WZZmjLGHt5kyE4EFFDmbpO5btbEuYQadZ+UWk7I3PXyuhJrYqBu7ehgyFE5Mnd4m8x1UPfJtUBK7WiHU0OnAMARiUZ9Hsm9uZHsCOY25ly5CxGqRlXcoAuHuk66zTKwcx+2c14jqNJPvWP0DgDA4zcfd/wZOjfJe5nx/DgAOHbPqIfT+l+fmUtrl6B6lXQsToZr28GpzXJ9jbJtlpmVuRWj4jiuIgIfZHdWIgSCoZ4hT9PDKpCeuWQOvaleV0ofOi8VlEyapmG24CxnUKWmPuHEwAkYptFWDanCvVhIW8pcr7m5kpr6dmauX2WuQpm5TpW5NOHWm+oN+pBYcLjvMID25wVYzZ2eRI8S18u2WXZhIa1CbXSrzKWNmQqNKzfqCkK5VhY7xENkrlfbNWDbkUHIsEsqxqPMlWYj2gqzfbPOyFyH1l1S4Kbuq6bMdUXmKqTMBYC7x+/GldUrbXP5iMxVBeP5cUz1TuGb177Z9mdVIHNtZa6DbNK9kBZhxKbMrck6r2agtaMTZS6Ruaopc51kU69srdiOUtIx3DOMTDyDSyuX2v6samTuaHYU/el+PDv/bNufXd5atgfHVcBodhSFVMERmatCb24kOwITJhaLi64/K1HBelBslt24HALqDG/mU3kc7T+KJ2896fgzTpWr3cRYbgwAcGPthuvPurVZrpk1m/gM6vmkvzUdmx+0c0CpJ6kJQWTmcuYAR3AH+R3aCOwY6hnypByhCRLJBBoAjOfGXRV8VV7ShDPDZ/Dq0qu2530zqDBttRe2snqxtbJaBTLXVub6sVkW0vzmmtRXxW4TsBY5o9nRtptOeg5VaaSSCuHVJWdkrir1ozfVi6GeIeeZuYrkg7lV5qpk/+qWqAasGiRVhWCTuW2Il1aQlJWejCVZbKBUqvszhRksbS3ZQzrNYGelK1BDAHeDE6ooc6l+OLXWB9RS5gLAvZP3AgAevv5wy59TjcwFgPsn78czc8+0zYNXicz1osyVZrNM5IlfMpfULVLOqxlo0OWV5fZ1hJqgqqyLicx1sn5cKa3YQ8jSoWkaZvucDbbbw0mK1H1N03B6+LQjZe7S1hL6M/0dOCoeaJqGU0OnnClzFbBZ9lP3I5vl7sHeVzvce9rrfQX21dOFadxYd94DV+HcbDLXxXkRnNpI19sRd8JmOa7H2659ncCrzbIGjfWac8XxRXCPiMw9gBjPj2Npa8n1C3urJp9AA6zzc2PFoNrm7P7J+2HCdNTcAdQ5LyBcZC5NOHtV5kpq6nM1d1Sx2yRcGL+Ap2491XLSTDUy93D/duPKQQN8o7yhVP040n/EcWNfhQYxsKM+c22zrADJ5FaZWzNqqJk1sZP6A5kBAN5rPiAsK50pM1eluk95dY/dfKzlz6nmfEJ138kQjyrK3KMDR5GJZ9peq3qopsy9Z+IeAO3JXJVUdYT7Ju+DYRp45PojLX9OhXd1X7oPuqZ7I3OFKnN9221un5eUfUwz5FN5jGRH3NksK7IuLqQLGO4ZbmsnWjWqWC+vK1VDDvUdwuXlyzBNs+XPqTZ4BVjrkIXiAuY2WmdELhYX7XWnKjg9fBq3Nm5hqbjU8ufsOC2h633AX5anRAXrQbFZHsuNIaEnHO+rg1AyBoXR7CiWt5Yd791UEP7kkjnkkjlfNsvt6j+JZzqRmQtY58SizG3jgNKQzC2vIZfMscaycIl+IriH/M5KBHZM5CYAuJ9w2apuQYMmVhVDGM9ZZLVTq5D18jo0aOKbBYT7Ju8DgLYNEMpqVcmCh8jcFxdebPlzKpC5vjNzJTX1mSauVMnQIlwYu4BSrdRyipjIXM7siSAxmh1FNpHFCwsvtP1ZlZS5gJWbe2P9hr14bwVVbJbT8TRGs6OhtFkeyAwgm8g63lBLyxbcCxro8FrzAXlZ6RwbM5Wy0t84/UYAwFdf+2rLn1MlQ4tAQyGubJaFK5niehwXxi/gkeuPtG3oE1RT5p4fOY+EnsDDN8KpzAXa5+aqQObqmo6BzIA3m+XtZpyU99pBs1kGnA8CkmODKut9ADg5dLLtnpr2MSqRubOFWRSrxbZEGlngqkR60lDZs3OtrZaXikvoT6ujzAWAU4POcnPDrsyt1OQpWLlslqWd117omo7pwrTjvadK9ZEcotoNghBUGXYZz417U+Y6tFnupDKXjoeGgv3Azvdt0i9upszlHkzgiuOL4B4RmXsAQUHibnJlAYtAS8fTrJMcQYDsGJxO8KyX15FNZpVQjQA7+T7tFiErWyuIaTHxTZB6TOQnMNwz3FaFoBKZ6yszV0jz257U99nYt23XFGjuAMDrxl4HAC3zR2hiU5VGqqZpuGv8Lnzr+rdsxVwzqEjmAu1Vx5VaBRWjIn7zQpjtmw2lzbKmaTjUd8gRwQTsNJelNncSsQQy8UzbCIRWkDTEk4wld+UHeYVKWen3Tt6LuB7HN659o+XPqabMTcfTmMhPuLJZlry+IlwYu4ClrSVcXb3q6OdVU+am4incMXpHyzVxqVpCqVZSZg1COD1sERbtVIMqkLkAMJgZ9KfMFaJm0jUdcT1+YGyWAYvMvbVxq63toWrKXAA4MXACC8UFLGw2HzSgOCAVh7+dEJ4AlCI9z46cBQA8M/dM058p18rYqGwoZbMMAKeGLDL3ufnWNtJKKHOz28pch8RZPSSSnlw2yyr0eGYLs46U/cBOfVRhjTWaHQUAx3GKKihzAcs++rWV1xwPbhKc2izvyszd3rMGuRfPJrNsmblxPd6Um6F9N50TYK1juAfSImVu9yC/sxKBHRP5bWWuyyBxInOlYzxnkdVOz2+tvKbUlO1odhRxPY4rq1da/tzy1jL60n3iyfd6aJqG10+9Ho/dfMxuKDYCkbmSF/mUPeTHZllKU59r4ko1ZS5NRztR5qqwyCc8MPUA1svrLRsFwPagiyJkBbCTB9zOLs/ppKYUzBZmcWPthqPmqtONixQcHTiKS8uX7NrQClR/pCiYGqGQLoRGmUubMy57fSnvs1ZIx9M4NnCsbV4dXWOV6r7TwYlitajE4CawM8DjhKQ2TVM5ZS4A3DF6B26u32xKxqg2UEYY7hlGT6Kn5T1pmqYyZO5Qz1BLwqwZqL5KaoBz5KWrYrMMAEf6rLVjuzqikt0m4eTQSQCtHa/ofaZKZi4A3Dth5Yl/61prZb+KytzzI+cBAE/deqrpzxBJPZBW57yAnX3aayuvtfw5IgUk9x39ZuZKG3ThsFmWeF6NMNs3i7XymqMenUrrfVLmOiZzFekZHCocwmpp1XVP1anNcqeVublkjiUzt52tOe2765W5QQxcRMrc7iEicw8giMx1q8wtVoqiF1UEUh47tWNQTX0W02OYzE/iykprMneltKLUxoxw9/jdqBrVlgQavQAlk/C2zfKWd5tlKU0Qrqa+amTu8cHj0KDh+YX2ZK4qKk9gJ4evleLYNE3laiO5FrRT5qqkXgUsMteE2bbmA843LlJwtP8oqkbV0blJV+YClg2X15oPbDsyCCE9uew2VbJZBqwhnpeXXm45YUykDTXzVMDhvsOY35xv20AoVtQhPCl32wlJXTEqMExDKWUuAJwdbq3SUnGgDLCGNw/3HW557WhwU3qjEbBqwfzmvGvliG1HLKgBnor5z0tXzWYZaL92VEmhRTgxeAIAWkarUINcBRtRwt0Td0PXdDx07aGWP6cimTuRn0B/uh9P3W5B5m5tK44VU+Y67UHaylzB630/mbmkqJMEDptlifbRjTBbmAXQfqgAsNZYPYkeJd5lbsnc9fI6MvGMeOek2T7rejkZ3KyH0+H9Tmfmctost7ovG9ksByEWipS53YPsJzdCIJjqnQLg7AVWj63qlhJNENfK3NKaUoQFYNlNtFPmrmytKGWZRKD7sxUZr0LzijbFy6VlT58XpdCK87ykVZrUB6yNzeH+wy1VWqulVeSTefEL4XqQvWGrgYmt6hZMmErVRlJpvbzURpmryCQqgTYxTggL1VTHZJX30uJLbX9WemYuYL2TfNssS6n7TFnpKtksAxaZa5gGLi42t38lJcZgz2CnDss3DvcdBtC+GaKKEhIADvc7Oydgxz5aFaKaYFtu3g4XmQtY1+/y8uWmVu40nKTCNRvMDKJm1lw7M9g2y4IaxRx56SoNbzolc6nuqzTEc3LQgTJXQZvlXDKHYwPH8PTtp1v+nIqkp6ZpODN8puUeTUWSGrCONxlLtidzq/Jtlok4cxrrVo9yrSxuL0M2y24Hkuqhks0y0D6yDrDEMaqsr6iH6jSaaaOyoUSfhwY3nZ4XYaOyAQ1aWzFavR1xR8hcZpvlZmhI5gbQZ4iUud2DGp2VCKyYKcwgpsXaNrz3QhmbZQ/KXJUskwBgunca85vzLa2Il7eWlZqyJVDmcSsyXoXmVTqeRjKW9KzSkqjQ4rJZlqRAaIfTQ6dxcfFiUxvYtfKa6PuwEY4NHIOu6Y7U7yos8gnj+XGk4+m27zYV6kc9zgyfAdDaco2gGlHtlIAH1Gju+LFZps2WlOY3lzJXJZtlYEfhf3m5edNgoWgpcwcz6pC51AxpR3yulNQZBHSjzC1W1SRzKe6hmbKOVOIqZUISDvcdRsWoNG3sq2T/SgSfW6tlUrBKauxz2iyrsN53S+aSIk8FHOk/Al3TWypzVXrO6nF66DReWnyp5RplsbiImBYT7eTVCIf7D2OhuNDUSYOUdyoNFgAWUT2Rn2jbo1NBmZuKpzCSHcHV1auuP1uqlsTtZVLxFEyYjmJvmkEVm2V77bjUfu24WlpVpp9KtvrtMqkJ6+V1JZy8bPK9xb6sEWg4tV1sTL0dcaeUuZuVzV0kqxe0s1mOlLnhR0TmHkAkY0nM9s06UsLUQxky10NmrkqEBWCRuQCaLiBN07QWH4ptzABnZLwKZIymaehL99nTs24hUqF1gCb1CaeGTqFcKzdd8K+WVpUbBknH0zjcdzh0ZK6u6TjSf6Ttu02F+lGP1429DgDw+K3H2/6scjbL28RZu5xjQA1lbiFVwFppzdMGTRrpyeXIQMpcVeq+vYZssQaZ35yHBk0ptQ+pWNs1r5a3lpUhc/vSfehL97lT5irgMFSPqd4pJPRE04EXsngklZBKILV4MzKe7F9VIKqJVHFruSmR9EzH02xOPCqotCZ7J5GJZ1oSngAwX1TPkSEVT+Fw3+GWylwaQFBN5Xl66DRqZq3l+nGxuIiBzIASGfD1aEdeUP+HlHgqYSI/0VaZq8pg6lTvlDcyt1YSR1RTj9er1bJhGjBMQ4m1/qmhUwBaO5QRVrbUUebmkjlM9U45Oi/Aes5UcPKa7J0EAFxbu+bqcxvlDUf9EFuZa9TsvXjQmbkAWoqynMCpzXK9+02kzA0XIjL3gOJo/1G8vPSyKysNVcjcvnQfUrGUI2Vu1ahiq7ql3MTmdMEic5tZZW9UNlAza8o05OrhhIynKWLpRNNIdsRxbsVe1AxBmbnxg5mZC+yoYpotjK+vXcdodrSTh8SCU0OncHHxYlN7QyJzVVjk1+P00Gm8svRKy82oaiqEgcwApnun8cTNJ9r+LNn2SG+AEGYLs4hpMby01H64jDYJksnc3lQvTJhtc0kbgUhPKUM8XMpc1eq+k0y3heIC+tJ9ypwT4FyZqxKZC1jn5URdoaoyN6bHcLj/cNMhJVpjKknmthkwWCpaFqkq3I/kKuTWcpPqqyTSkyM7UaW6r2s6Tg+fbmplTpjfnEdvqlf0GqQRTgyewMWF5ut9GkBQSXEM7KjQWpHwi8VFpYauCO1sRVUmc8dz47i1fqulAnRxyxqEl37tJvOTuLZ2zfUAZ6laEldH/EarqJSTPpYbQyFVwLPzz7b92ZXSijL9AsDq7zw//7yjHr8qgianWdt7sVHZcNQPoX13vTI3yL049da89Arq4clmOVLmhgoRmXtAcWzgGDYrm642naqQuZqmYbZv1pFto4rqM2BHmdssN9dugKT6OnVIbBjJjkDX9LbK3FwyJ6bp3Qyj2VHc2rjl+nOmaVqTU1IUWkzZiSot9AmUL/vU7f0Wt6ulVSxvLdubbpVwcvAkyrVy08a+qrXxzPAZGKaBF+ZbWMptW5+rYpsEWFZ5TnLubWWuIiR8Ipaw3tculLnSptnrQfeUF3t9ccrc2MEc4nFE5m4uKGdvON07DV3TW1oSb1W3sFXdUqpxdajvEK6uXm1rDaiqMhew9myvLL3SkIyZ29gmYrJqETGAc2VumMlce10sSJmbSWTs4QevqNQq0DVdmaz0s8NncW3tWst39/zmvHJ1H7DW+6VaqekaUtWBECc58EtbS8opjoH2w1dE5k7mJzt0RHyYyE/AhIlb6837I4vFRfSmesWvG6d6p1A1qvZ72AlM00S5VpZns+yTkFFprU+51M/OPduS9DRMA2ulNaX6BdO909isbDqK/FnZWhE/MAFYA+p96T7XytzNyqajfgjtuzuZmQswkLltbJZtkhqdycz12y+I4B5qrLAjsMNNTh2hWC0qM9F+x+gdeGnxJbux3QxURFVV5l5ZaUzmEhFKzQWVENNjmMhPtNycrZZWlbA8Gc2NYrW06nrCnSaopJDVXHabKi30CXeO3gld0/HIjUf2fY/sr8gOSyW0sxgihadqZO7Z4bMAgGfmmissVLNZBiyLoaWtpbaWPGvlNQBqXTenTiFUf6RNs9fDq9UmUKfMFULmcmelq1L3B3sGEdfjLQfKbm/cVspqE7AGJ6Z7p1uurYjIUGkQ8HDfYdTMWtP1MEHF2kg4P3Ie5VoZ37z2zX3fU9pmeVuZ20x1rBKZa0fEOIz4IUi0I+ZS5koiqNuB1sSt7IhVJXNPDJ4A0Pzc5jbnENfjSjxn9Zjts/ZerQYdyWZZNTghc/vT/cpEqtTDycCcKteNlNFurJarRhUmTHGDqX5tliVGBrTC3eN3Y35zvqUl8fzmPEyYSrkWkFtcq2EJwCICNyobytT9yfyke2WuS5vlTmXmUv+J9iVe4dRmuWPK3MhmueOIyNwDimMDxwA030DvhWmayihzAeCOkTtgmEZby6S1kprNnZnCDIDmi3x62dGCWTWcGDyBi4sXmzb3V0urSkzJOV1Q7UXU1JeDbDKLM8Nn8PD1h/d9j54/FZW57cjc+U0rG0yFic16UNOq1btNNZtlAJjIWbW8XXzAytYKdE1X6p3m1CnEVuYKm2avBzX03aqzAHTE2skNuO31pZxXO+iajvHceFNycHlrGbc2btm1RiUc6jvUUplLtVGV5g5guRYAwMXFiy1/TkVHBsJHzn4EAPB/PvN/7vve7Y3b0DVdicb3XvSmejFTmMETtxpHCCxtWS5DKqxD/CpzJQ0pZeIZ31lu7ez/pIHW8c2IQdM0MbcxpySZ286OmM5LtVzZyfwkdE1vakVcrBSxVd1SInN7L6Z7p6FBa9rnubF+Q9kez0Enc6mXIm0v4zf3ktb6qpC57z/+fgDAn1z8k6Y/Q+9zlcQxo7nt3mMbZ0B7va/I8OZEfgLXVq+5ioh0a7NcM2p2DzbI9YsfF696eLJZDkCZa/eJI5vljiMicw8ojg5sK3MdWBsCO808VcjcO8fuBICmDQKCrcxNqaXMHcwMYqhnqGnWA02Gq7rQPzl4Euvl9abEhTLK3KyzBdVe2HabQprfXFkIKpK5APC6sdfhtZXX7OEPAjUQaDpcJbQjc2kDQxnWqoCUPk7UZyo19Z3mxayUVtCb6lWqKefUKYTWIZKa3nvhtaEP7NR9KfWRa3OmYt0/OXQSLyy80DAHjYYEyQVAJRzuP4zlrWVb8bgXKikhCedHzgMAnrz1ZMufU9GRgXBh7AIGMgMNHULmNucwmBlUxs52Ly6MXcBzc881JA9Vuh8HM4NI6Im2A1d7IVHNlElkfCtzK7WKKLVxO1B8UTMyd628hlKtZO/rVIITZa5KyjNCIpbARH7CdknaCxoGUYEU3ItUPNXSpUwVsrMRnJK5KpDwnsjc7TW1NGWu314PDSapstZ/y+xbAACP3ni06c9QP5UGdVWAUyGJSusrwBIybVQ2sFhcdPwZpzbLNumJzihzSUzgxAq7FdrZLHdMmetzECSCd6i584vgGzTJ/sryK45+njZ1qpC5d4zeAaB9c0dV2zVN03B+5Dyevv10w2YjLZBVWnzUo93Gc2VrRYmGnD0d51GZK2VBzKXQkti0cgIim15Z2l0vVVbmDvUMYSAzgOcXGpO5tIFRaRoVsDYlhVShrU07oFZT3zGZu7WiFEkNOB8us6fZhTVA6kHPi1urTUCeIwNXZq40ktoJzo+cx2ZlE68u7VexPn37aQDAuZFznT4s3zhUOASg+bCLas0dwPl6X0VHBoKmaTg3cg5P3XpqnyphqbiknOV3Pe4avws1s2Y/V/VQ6X7UNA1juTH3ZG5Nps1yzazZx+YFqtksk+NVu1xZFUnPyfwkehI9TZW5tzduK2nTDlgxN82uGTX9VSU9Z/tmG76rTdPEUlHNLGCg/X6malSxWlpV4vz8KHOlDaay2SwLepe1QjaZxUxhpqXNsoqxdU6VuSqtr4CdjPS9vbhmqBk1bFW3HNks25m5xk5mbpB7ceo/UT/KK6pG1ZEyl/bhQECZuUyinwjuEZG5BxQ9iR4MZAYcLz6KVWtiWhUyd7Ywi95Ub9vmjqqZuYDVSFwvrzecSA2DzTIAvDC/f+NZNapYK68psfjwqsztxELCDbiyEFRUaAF1wy97FpCXVy5Dg2Zv5lSCpmk4NXQKz80919Cy5ubGtjJXwYEQp1aiKpG51GhslecGWOemGlnhNPZBBWUuKdn9KHOlODIcZHt9Imqfuv3Uvu+RIwMN+agEci5oRFIDO81vFdZXhP5MP6Z7pxteq3qo6MhQj3PD57BSWsG1tWu7vr5SUm+Apx4Xxi4AAB67+di+71Hcgyr341huzHXtLxvWe00S8ZmJZwB4b+oD6tksT+QnoGs6rqw2ttef21A3m1rTNJwYPNFw/ViqlrBaWsVwVj2SGrDWxnObc9isbO77Hr3PVFB4NsKR/iOY25zb56SxXl5HzawpYT/fCDOFGeiajmfmGkeh0fmqQOZO5icBYN97uRXEKnOZbJZVqvsnB5u78AB1ylyFXMqo99huLaIamUu9uFb9nXrQO8GJzXKnM3M5bZZbDU9QHzlS5oYXEZl7gDHVO4Vrq84WH6qRnpqm4Y7RO/DErSdaeuurmpkL7FjLNWpg3Vi/gXQ8rWyD5+Sgle/TaONJzR0VNtSelbmGMIVW/GDbLDezgb20fAkT+QnR5FIr3DFyBxaKCw2bVzfWbiCXzClZG48OHMWVlSsNmzuA1fzuSfQoMz0MABfGLyAZS+Irr32l5c+pYkFfD9qgtbNZthsgwnKm6jGcHYYGzbU6C5CnzKW6xpWZq1Ldv3fiXgDAV1/76r7vkUKL3u8qYbZgRQI0UzKpOgh4YvAELi5cbLneV3GIpx40YLBXwbq8taxMM64RLoxvk7k39pO5T91+Cof6DikzSDyeH8fN9ZtNG8ONIFWZC+wMcnuBajbLiVgCM4WZlupVQI29ZyOcHDyJ11Ze27cupj21iopjoPU7bamors0yANw5akWGPX7z8V1ft7PEFSWpc8kc7hq/C39z+W8a1koioVTIp84ms+hP9zddUzWC2MxcJptlSYNJ7XBq6BQ2K5tNxU0qZuYe7j+MXDKHP7n4Jy3XxKqRue2GUfeC3nVObJbtzFyzppzNcqseJEVuBZ2ZGylzu4eIzD3AmMxP4urqVUdB4mQDoFK27J2jd2J5a7ml+phIahUJi/OjFpnbyJrs+tp1TOQnlMpNrMds3ywSegIvLu4nc1WyuvKcmWuGU6ElsWnlBKQc3GvFc3n5spIWy4TXT70eAPD1K1/f972b6zeV2rzU4/7J+1Eza3jo6kMNv39z/aZyuWfpeBr3Td6Hr135WmvCQkGb5Z5EDybyE6FQ5sb1OIazw6FQ5h7kIZ6zI2cx1DOEL1360r7v3dq4hYSeUO45A4DpgpUL2Ux9dmXF+rpqbhPHB45jo7LR8rmjfYxqzgWERmv+qlHFenld2XMCrL3oUM/QPmXuenkdz809h3sm7unSkbnHeG4cVaOKhc0Fx5+pGBVo0MQM8QA8ytx29n8S8bqx1zXNb1adzCXHq73rrLlNdRXHgNUvANDQpUx1m2VyLdhH5hbVJnMB4K2zb8VCcQHPzj2773sXFy4C2Nl7S8fh/sOOrV+Bnb2MNGXuQbNZBiwyF9jf3yEsl5YBqFVDehI9+Ni5j+Hxm4+33FcrR+a6tFneqGwAcEbm1itzOxENxGWzXK6V2/ZEdE23yVzTNGGYRqTMDREiMvcAYzI/iVKt5ChInBSsKk20U47WE7eeaPozlJmrEklNODt8FkBjZS6RuaoirsdxbOAYnpt7bt/3VLK6omN0TeYKyxjkyk5UsakPWAqsifwEHr7+sP21peIS5jbn7LxPFfHA9AMA0FDteWP9hlK2QvV488ybATQ+LwC4tnoNk72TnTwkFpwdPou18prdfNuLUrWEUq2kZGP/aP/R9spcBTJzAauh74nMjZS5YqBrOt526G147OZj+ywOKV9QxWE5sgRsRuZeXbsKDZpy68fjg8cBtLZqV12ZS2v+b177pv01agT1pfq6cUgs0DQNF8Yu4MlbT+7K9Xry1pMwYeLu8bu7eHTuQANwbuo/KVgl1RNbmduA1HSKilFRSqEFWORZs/xm1clccrzaG19Ee2oVBqQbgSJIKP6gHrbNsqJ2xK8bex2A/Rb0qp8XYJG5APDlS1/e972LixaZSwMI0nGk/wiurl51PPgo1WWI7GibuVq1g4pr/XZk7mppFTEt5siqVxJoWL/RsARBNTJ3JDuCnkSPY5vljbJF5rqxWa7PzFXBZtktmUv/P1LmhgcRmXuAQZP3zZo69bCVuYrYLAM7ZO5Tt5rnaKmszM2n8pjqnbInGAnlWhlzm3PKEjGEC+MX8PLSy/uGDYjIUCHfJxFLYCAz4NpmWVpmbkyPIabFDmR2IuHeiXvx9O2n7U0ODVHcMXJHNw/LF44PHMd07zS++PIXd329XCtjfnNeybxcYKcB0iiPqVQtYW5zTjmyAoCtAr+0fKnh94msUFExeHTgKBaLi7bioBFokyBZmQtYDf0b6zccuZ7UQ1p9POhZ6W8/9HYYpoG/ufw3u75+a/2WkhbLgNU8HM2O2grcvbiycgXj+XGllBXAjoKHmsCNsLK1gnQ8Lb5+NEN/ph+nhk7hvz/73203DWrGqTjAU48LYxdQrBZ3WdxSc/XM8JluHZZr0L7Ljc2+RNIzk+BR5qpWR1rlN6tO5p4d2T8MAtS5XSmwp26E4wPWIE+jWCbVlbmDPYOY7p3eZ0Gvus0yALx59s3QoOHLlxuQudt9Lbq20nGk7whMmA0HChqB1tTS1iLUC6XeqFuoarMMNCdzV7ZW0JvqFTVs5QS0bgoTmatpGg73HXadmZtNtlfmAjukp92DDdAli4ZK/dgsm6bpaP2oa7o9LB7U0HikzO0eIjL3AIMm3pq9wOpBClaVJtppEdhK7UOKY5VI6nrMFGb2kfFEHKpIVtTj9ZPWVFmzjacqG+rR7KjyNsuA9aI+iHabhPsm70PNrNmb6idvPQlgZ2hERWiahvceey8uLl7clfdDz9hYVk2b5Uwig+ne6YaNfWqykkJNJbQjc+3GvoJk7rF+i4xp9b5WRVk3lhvDZmXTdUNEms3yQVbmAsBbZt8CYLcNvWmatjJXVUwXppvmu11dvaqcxTKws97fO9xYj9XSqpK1sR7/7r3/DgDwhRe/AGBnql+VZlwzNMrNpb0pNVtVgBdlbrlWFkd6cmXmqlbzW+U3395Um/S8Y/QOTPVO4XPPfW7XoJk9IK2oMvdI/xGk4+mGamoiPVUlcwHrnnxu/rldgxVhUOb2pftwduQsvnH1G/u+d3HxIgqpghKZuYB1DwLO7V9tZa4wlyEivcie1i1orS/tfdYK47lxjGRH8KcX/9Qmo+uxWloVv+dshNNDpwEAz83vdzgkqEbmApal+eXly7tcXJrBjc0yYBGcncrMTcVTSMVSvmyWyda83VBITIvZityg+gyRMrd7iMjcAwya0my0AN4LFTNzBzID6E31tlxcqazMBSwy9/bG7V1WWNSkU12ZSxYhexf6KmXmApZFr1tlrv2yFaLMBazFgu/MXEO9qU3CvRP3AgC+df1bAICHrll5rHeO3dm1Y+LAXeN3AQCeub2jYr2xZhGeqipzAct288WFF/epI6+vXQcQTjKXiIzD/Yc7dER8ILvylxebk7mqZF7Su9et1bI0m+WDnJkLWAShBm3XgMHy1jKK1aKyeeKA5SZxbe3avjpimibmNueUyxMHrGaqBg0vLTW3WV4sLird/AaAv3X4byGbyOKrV74KQO0Bnno0UkQ+P/88EnrCzklTAbRmojWUE1RqFXEKLY7MXImK43ag/OZHbz6673u3N26jL90n7lo5ha7pePeRd+PV5Vd3OV5dW70GQJ0B6b2I6TGcGT7TMHLKJj0VVrC+YeoNqBpVfPaxz9pfs9f6CtXGRrh/8n5cWb2yr15eXLyI44PHlVFDktV3M8eTvbAjY4TZLPtW5m73eFRa62uahh+950dxeeXyPhcewBoilr7nbIRCuoCBzEDTwU1ATWeXw32HUTEquLZ2re3PurFZBvYrc4O+jwvpgi9lLg1au7FZDlqZWzb8DX9HcI+IzD3AODl4EjEt5ojMVTEzV9O0tjl8KmfmAsBMr7WAvLp61f7a51/8PICdPExVcefYnUjFUjZpRnj0xqNIxpI2sSEdo9lRLG0tuVI3OX1BdxKpWOrAKrQA4J6JewAAX7vyNZimib965a9wbuScsg0QQqPpTSKhVCYsjg8cx3p5fZ8qnhpXKmbmUuOmGZlL7/JzI+c6dUhsONq/TeY6UOZKJy7ouXFjtQlEylxpSMVTmOqd2jUQSJZlpwbVUQvuxfuPvx8A8KcX/3TX19fL6yjXyhjsGezGYflCKp7CTGGmpTJ3sbiIwYx651aPuB7HWw+9FV++/GX8xct/oaSyohGODx5HNpHFozcexVZ1C1Wjiq9d+RrOjpxVTuUDqG+zzJGZq6LNsqZpeOP0G/HI9Uf2DeGq7sgA7AwE1jf4/+rVv8JgZtC2qlcRF8Yu4Pra9X1r48XiInLJnHL3YT1+7L4fQ3+6H7/zxO/YX3vq9lNIxpJ2VryquH/yfgDY1edZL6/j+tp1ZSyWgZ3YuvpeXCtIVeYeRJtlALh74m4AaEh8qqrMBdo7Ay5vLSMdT9vvexUwW5gF0Pha7YVbm+WYHkPNqNmEZ+BkbqrgKzOXnjdXZG5AYqFImds9RGTuAUYqnsLRgaMNc0b2QsXMXMBS+1xZudK0uNCLTBJp5gbThWkAu19qX3jxC5jIT+BNM2/q1mGxIBlL4q7xu/DQ1Yfsl0/NqOErr30F903eZ2c6SQepXEhR7AQiydwDbrPcn+nHm2behP/+7H/H2f94FjfWb+DdR97d7cPyjUa5KrQhVVndTzECe5v7NM2pog39SHYE6Xi6aV7M03MWmXt2+GwnD4sF1Eh8abG5sm5lawUJPSF+40nqLLfKXGl1nzZnXGSuFMWxGxzpP7JrwIByuMnZRkW848g7oEHD/7j0P3Z9fX5zHgAwlFHD2nAvjg8ex0uLLzXMqjZNE4vFRaXtNgn//K3/HADwl6/8pf0uUNlFA7CaTXdP3I0vXfoSMr+YwR+/8MdYKC7gQyc+1O1DcwXK0nZT+yu1ijiyiSMzV0WbZQD46LmPombW8AfP/cGur4eBzCUFIfUMrq1ew2M3H8P7jr9PzBCZF3zwxAcBAH/0/B/t+vrS1pLyNT+XzOHC+AU8fftpuyH/1O2ncHrotJLPVz3un7LI3HoHNtoD0B5OBVAvzimZK22tTyA7WlI0uoWqPR5y6mqk9lSZzB3LjbVciyxvLSs3COhGBU82y06VuWRH3Kn7uDfV68tm2Zcyl/l9H9fj0KBFmbldQETmHnAc6T+CV5dftR/yZlAxMxcAjvQdgQkTl1cuN/z+3OacMna9jXBy8CSAHSKmalTx4sKLuGv8Luia+o/3O4+8E0tbS/jSpS8BAJ649QTWymt4y8xbunxkzkHNHTdWy/SClmTBk4qlfL+kVcxTqcen3/xpADsq1k8+8MluHg4LhrPDGM2O4vGbj9tf+4tX/gK6ptv5YSrCzlDck5trK3MVtFnWNA2H+g41VeZeWr6E4Z5hpSyTCP2Zfgz3DLfM9yG7K+nWa7Yy14XVJuA8/6ZToOPgqvuqNXgASzG+vLVsq3NJ/a7iwAShL92HO0bvwIOvPbiL+FwoLgCAkspcwMrd3qhsNGxebVQ2UDEqyjf2gZ0BrGtr1/Dw9YcB7MQlqIyfeuCn7P/+jv/rOwBYxJpKSMaSGMwMulLmlmtlMTWfQDbLvjJzBSqOneCts28FgF1r4ppRw/zmfOjIXHJn+MDxD3TtmDjwziPvBAB849ruWKawDPCcHzmPjcoGLi1fwvW167i6ejUUNf/s8FlkE9ldylwawFVJmVtIFZBNZHFlNSQ2yxV/Nsuq9XjIqYv6A4RyrYyt6pZ4N6hmGM2NYnlruaWgSVUy14kyl4YSnGbm6pq+KzM36AHkTtos14uiAP5z0zTNiuOLlLkdh/psTwRfONJ3BFvVrbZTxCpm5gLtc/jmN+cxnFWXzCWy5ZEbjwAAXll6BRWjYlunqo7vueN7AMC2F6I8i7fMKkTmbitzW1md7IXEqU0OZS5ZgqjY1AeA9x57L177idfw7ae/HV/63i8padXbCPdN3ocnbj1h2xt+8eUv4g3Tb1C6cUX2Y3udJ66vW5m5KipzAdhkbiP1mervs3Mj5/D07acbnhtgKXNVGCgjMld5ZW6cR5nbKcuqIPCx8x8DAHz3574bT956El+98lUM9Qxhtm+2y0fmDw9MPYCb6zd3KUlsZW6PuspcYP8ADwAsbG4T1YrbLAOWZVwhVcD1tev41vVv4cTgCeUaco3woZMfwrd+8Fs2Wf2xcx/D6WH19jLt1DB7UawWbfJUCkjJQjaFXlA1qkrW/LHcGAqpwq7BsoXiAgzTUHr4G9hphL+0+BLWSmv4zFc+g7gex3uOvqfLR+YPuWQOM4UZPD///K6vLxYXlc7LJdwxegcA4JHrj+BXvvYrAIA3z7y5m4fEgpgew72T9+Lh6w/bJAO9v1WykNY0DdOFaedkrlCbZar7Xm2W7YF9xYZ4hnqGkNAT+5S51PtWYd/ZCO2cAcNO5nqxWe5oZm6qgNXSatOeRzs47RnQeQHBKXOB7T5xpMztOCIy94DjSP8RANiVCdYI9EKjqS1V0O785jbmlG1cAdYCZKYwg//6xH/F07ef3slzG1I3z60eJwZP4PVTr8fnnvsc1svr+OMX/hgxLYY3TL+h24fmGF6UufQylNLUB6xjOcgKLcJ0YRqf+8jn8LZDb+v2obDhvsn7UDWqePzm47i4cBGblU28cfqN3T4sXzjSfwQxLYYXFl7Y9fVrq9cwkBlQxqZ9Lw73HcZWdavhO21+c17p99n5kfNYL683ddJYKa0oMSFN9uQ3N9Qmc21l7gG213/H4XdgNDuKh649hDt/4048duMxvO3Q25R3PiGb6Pr6qDyZS24MDXJzF4uLABAKlRZgKUkevv4wXlp8CQ9MPdDtw2HDPRP34K/+/l/ht77tt/Bf/vZ/6fbheMJEfgLXVq85btBtVjbFrUf8ZicCMu2jnUDTNJwZPrOLzKWB8MN9h7t1WCw41HcIR/qP4Lcf/2384fN/iFeXX8Wn3vAp9GfUJzxPDp7EC/Mv2E3rG2s3sLy1rPzgFQC8fur1AICP/P5H8Kvf+FUACM0e9P7J+7FeXsezc8+ialTx+8/+PgC1lLnAzqBtO6dDQK4yN6bH0JPo8WyzrOrAvq7pmMhP4Ln55+xzAGDnmapO5jYbLlveWlZiT12P0dwoEnoCr606UOa6tFkmBSsNlnTCZtkwDfs43YJ6Bu2GJzqRmQtsOzhGytyOQ+1uRATfIOVqu9zctfIacsmccg2so/3W+TXK4StWitiobCg/afsv3vYvAAAP/OcH8M++9M+gQVM+L7cef/+Ov4/Nyib+6V//U3zp0pfwsfMfU0ohTo19p1kqQJ3NsqCpTY6XtMpN/TDjztE7AQDP3H4GT956EsDOJLiqSMaSODV0apdVHmA9h6qqcgHgwyc/DAD49W/++q6v14waFouLyhIxAHDnmHUfPnL9kYbfX9laUcJCOpfMoSfR49pm2enGrFPgzsxVse5rmrbruE2Y+I7T39HFI+IBRXTUK5mIzFVVvUpKnr0DPEAIydz8pB1/8/ZDb+/y0fBiLDeG77/r+8UMtbjFTGEGG5UNLG8tO/r5YkWeMpeDzK0aVTHvMrc4O3wW85vz9jtcRbVgI8T0GD75+k9irbyG3378twEA7zv+vi4fFQ9ODZ1CsVq0FVtfvfJVAMCbptXvh+wd0P/0mz+Nw/1qDxYQ7p+0cnO/fvXr+J0nfgeP3XwMAJQbMCCnQyfrfqnKXMCypPVa91W1WQaAj5z9CF5afAm/+9Tv2l+jweLp3uluHZYvUJbzq8uv7vtepVbBRmVDOWWurumYLkwHYrMc02K7bJY7ocwFdoYG3MJLZi79/0iZGx6oxcxFYMe5kXMAgKduPdXy51QNgJ8pzCCfzNs2xPWgxpXqZO73ve778OGTH8Z6eR1P3X4K7z/+fpwYPNHtw2LDd537LiRjSfzaQ78GAPihu36ouwfkEnQtWmVB7oU0hRYAZBIZbFW3fP0bqlrwhB3UKPjTl/7U3kifHznfzUNiwd0Td+PS8iXbYrNcK+PS8iXlJr7r8e6j78ZYbsxuVBGWt5ZhmAaGMuqSuaQw+9qVr+37nmmaWC2tKjFFrGmaa6tNQF7djzJzLbxxZsel4PTQaXzX2e/q4tHwgGr+c3M76xIafCFHG9VwtP8oEnrCdqipB+UBh4XMPTZwDICVf/zeY+/t8tFEqAc1fp00GwHLZtmpcqRT8EvmmqaJmllTtubfPXE3gJ0IIxVzPJvhgWlrnfWlS18CgND0C+4et67ZN65aublffc1aI9e/v1WFrun49fftDHB+/L6Pd/FoePGW2bdAg4Z/+Cf/EN//x98PAPju89/d5aNyDzvWbalxrFs9KItcmiMDYNX+g2azDAD/0/3/E4Cd+gHs1H1ab6mGs8OWA88zt5/Z9z3KalWNzAWs3n4QNstEetJQQhCEZz1oON1rbi4dpxsy17ZZjpS5oUFE5h5wHOk/gp5ED5663ZrMXSutIZ9URw1JiOkxvH7q9fjW9W/tU5fMbc4BUNdSrh7/+9/53+3/Dov1DmEgM4DPvOMz9v+mjagqyKfymCnMNGwwNgO9DKU09QHLpsRPfhaws/BQtcETVtCE9x889wf411/91+hL9ymZVbcX1Nx59MajACyrvJpZs1VpKkLTNJwdPovn5p7bZeelukUqAJwcOon+dD++fvXr+743tzmHmllT5vzGc+PKk7k0XX+QlbkA8L998H/Db3zgN/ALb/8FPPgPHoSmad0+JN+Y6p1CIVXAk7ctJwbTNPHnL/85zgyfUTYLPhFL4OTQyYZrLYq5oNgL1fGv3/mv8fmPfR7P/9jzoTmnsMBNpptpmtiqbolr6vslc1VWaAGW3TcAPHz9YQDA47cehwbNJmxUxvmR87vexaoPtBPIkewrr33F+v9XvoLBzKDS6/16/Ph9P44H/8GD+F8/8L+GquYP9gzinol7du1nfvfbf7fFJ2SCnADbxdYBsAfj0/F0oMfkBblkzrPtq6o2y4AVjzCSHbH7BcCOq6Oqjgynhk5B13Q8M7efzCXnEFXJ3OWtZTsCshnc2izH9BhqRs1+PoN2TCGRXLvzaAY3ylwicW2b5UiZGxpEZO4Bh67pODdyrmGhr4eqylwAeOP0G7FV3dr1ggZ2bG9VttwkEGEIqG+P2giffOCT+L+/6//Gn/1//kzJReKZ4TN4fv55+yXaDrbNsqA8lZ5ED0q1kuNzaATVm/phRVyP75rOf/fRd4fiGhGZS+oKshQ9OaR2c+f00GlsVDZ2WbeHgczVNR3nR8/vsn4lkHuIKorxsdwYbm/ctmueE0gjc3VNR0JPHHhlbiFdwA/f88P4n9/yP2OwR00L4r3QNA13jd+FR288ippRw5XVK7ixfgNvnX1rtw/NF84On8Wry6/uy3y7sW5ZH1LsherIp/L44IkPhqqpHxbQXuzK6pW2P9uppqFb+CVzVVZoAdY6I6En8PD1h7GwuYAvvvRFvOPIO8QpqL0gEUvgwX/wID588sP4zDs+E4rhJMASJ4znxvHgaw9isbiIx248hjfNvCk05wdYhPWP3PMj3T4MdvzC23/B/u8PnfxQF4/EO2xl7mJ7Za7Uug9YBJPTiIC9UHmIR9M03D1+Nx6/+bg9iPvCwguIaTHMFtTM3c4kMjjafxRP33563/eUJnN7t9dYK63XWBuVDWjQHD9npGAl4UrQ73v623t93rzYLEfK3PAhInMj4Gj/Udxcv4lipdj0Z9bKa0rllNaDLHZoWpNAE1eq2mfsxV/8vb/Av3jbv8A7Dr+j24cSCP72qb+N9xx7T7cPwxOO9R9DqVayG4rtIK2pD+wsasgeyAvsBo+CC/2w46EfeMie0P/Re360y0fDgzvH7oQGzR7kIZUFWQ+pijPDZwBglwKNGseqN/eP9R/D0taSbY1NUC3LeSw3BhMm5jbmHH+Gptol1f1kLHnglblhxT0T92CzsokXFl6wByhUr41kg3pp+dKur9Paayw31ulDinDAQDl1TpS5tt2msKZ+JpGBBs27MldhhRZgDdLeMXoHHrnxCD772GdRMSr43ju/t9uHxYbXT70ef/jRP8Q/etM/6vahsEHTNLxh+g148taTGPz/DaJm1vCdZ76z24cVwQHec+w92Pwnm5j7mTn83nf8XrcPxxMonsKJzbJkZe5QzxAWNhdgmqbrz6q+1v/Bu34QFaOC//DN/4BKrYIvX/4y7pm4R+me1bmRc3hp8aV9JJvSZO72wBxlGjfDZmUTPYkexwM9lJnbKTKXYl/29jucwmmvOKbFdsjcSJkbOkRkbgQc6jsEoHlRpKw6VZW590/eD13T92UMho3MPTF4Av/srf8scI//CO7hxnYN2MkolNTU74lbixo/VsuqL/TDjL50H77y//0K/uLv/QXeekhtdRYhl8zh/Oh5/PWrf43V0ip+/7nfx1DPEO4av6vbh+YLZIFdn3f5rWvfArCjRlYVZGdF72cC2cGeH1VDmUsKQDdWy7Qxk9Q4SMX9T9pGdV8myEr0keuP2Mp31e31KTLg1eVXd339xtoNZOIZZfcxEdSBm8xcWk9Ls1nWNR3ZZNa/zbKiylzAqo8312/iU3/5KYxmRyNiUAHUO0skY0l87PzHung0Edwgk8hgqGdIXC10ip5ED8Zz484yc7fFM1LJ3JpZ86QWpCEeVev+h099GGO5Mfzig7+I9/3u+7BaWsX7j7+/24flC+dGzqFm1vDCwgu7vq4ymTvbZymlLy+3JnPXSmu2y4gT1Ctz43o88L34YMZyeloo+iNz2x1nJ5W5foe/I7hHROZGsMncvZPshGK1CMM0lMzMBSw7stNDp/HEzSd2ff2lxZeQTWSjSf0IgcPpwoNg2yzHZNksA/7I3IpRgQYNuha9eiTixOAJvPPIO7t9GKz4obt+CAvFBRz+d4fx4sKL+M4z36n8wEsjZe5D1x5CIVVQNtuHQMNVezeeT956EhP5CWVspGld4dSNAZDpyMCpzFX9uQsbaPDjPz78H/HTf/HTAHZqi6qg/cyrS7vJ3JvrNzGeHw+V5WYEmcgkMhjuGXZks0xNfWnKXMAahvNrs6zyAM9PPfBT9r7nB+/6QVGxNxEa4/vv+n788N0/DAD4t+/5t9FeM0JHcXTgqDOb5dq2zbJA4pr2WBTd4wa204TA83ICXdPtoZ2/evWvcO/EvfjRe9V2KiO3HXK3IihN5m7bXrdT5s5tzrnqGVBmLil6gwbF9gStzN1F5gatzI1sljuOaJUToWnzg0DB3CpPtJ8fPY9Xl1/dtTF9du5ZnBg8ETV3IgQOpwsPgsSmPi1s9mbRuUHVqCrd3ImgHj567qMAgMXiIu4cvRO/9t5f6+4BMWC4ZxgDmQE8O2+RuZVaBY/eeBT3Td6nfPOKVNPfvPZN+2tVo4pnbj+jjMUysEPmelHmSqr7qZh/26QwNPbDiCP9RzCYGcQ3rn4DcT2OX3n3ryg/3Hi4z1Lm7s3dvrZ2Tflzi6AOZgozrmyWJWax+iFzbYWWIJcJtzg+eBwv/PgL+OkHfho/9Yaf6vbhRHCAnkQPfuODv4Frn7yGf3jPP+z24UQ4YDjSfwQLxQWsbK20/Lmt6hY0aCIVrBS35IXM7ZQ9bZD4zDs+g8995HP4+bf9PP7y7/+lMgPEzfDA9AMAgL9+9a93fV1lMtepzfLcxhyGs8OO/916ZW5HyFwmZa6ozNzIZrnjULvrF4EFpIR5ceHFht9fK60BgLLKXAA4N3wOAPDM7WcAWFMw19au4c6xO7t5WBEOCNzaLEts6nMocyMyN0KnMdgziKneKQDAL7/rl0U9U16haRrumbgHj1x/BFvVLTx9+2kUq0XcN3lftw/NNw73HcZYbmxXxv2jNx5FqVbCHSPqkLnjectm+cZapMylzWNU+2VB0zT8wXf9Af7de/8dHvqBh/DJBz7Z7UPyjenCNCbyE/js45+1rdqXt5YxvzkfmkiVCPIxXZjGtdVr9iBLM9jKXIFKplwyh7XymqfPhsFmGQCmeqfwy+/+ZSUb3gcZE/mJaFA/QsdxtP8ogPa5ucVKEel4WuQ9SuTl3Oac68/S+0xlMjebzOLbT387/ulb/6nSIibCTGEGZ4bP4M9e+rNdOcgqk7mZRAYj2ZGmjqKANVC2tLVkDyc4QX1mbkeVuR7JXBqac0LmkiI3aGVuuVb2lLcdwTsiMjcCDvUdQk+iB0/PPd3w+2FQ5lI22IOvPQgAeOKWZbl852hE5kYIHqO5USRjScfKXLKpkGTrxUHmlmtlUURFhIOBP/3uP8UfffSP8K6j7+r2obDh7YfejlKthI/+/kfxW4/+FgCEgszVNA1vP/R2PHHrCby69CrKtTJ++s8tC9jvOvddXT465wiNMjfKzA013jL7Fnzi/k8onyNOiOtx/Ne//V+xVd3Cv/36vwUAXFy4CAA4MXCim4cW4QBhpncGNbPWdpjHtqWMbJYjRIgQQWnYZG4bq+Wt6pbIAR4AtpLRjzJX4vvsION9x96HG+s37N43sHN9+9P93TosXzg2cAwvLrzYlDgkgtQVmavHOqrMTcaSyCfzgdss03kBwStz648rQmcQkbkRoGs6zg6fxdO3G5O5NL1TSBc6eFS8eMvsW5CJZ/AnF/8EwE52gEq2jRHUha7pmCnMuM7MldTUZ8nMrVVEnVOEg4Hzo+fxoZMf6vZhsOK9x94LAPijF/4I//Hh/4ix3Fho8o7/3h1/DwDwz7/8z/G5Zz+HB197EB84/gGlCKeR7Ag0aLi54ZzMlahmSsVS2Kpu+fo3osZ+hE7iHYffgaP9R/Hnr/w5gB3XoZNDJ7t5WBEOEMiNp11urmRlbm+qt61daDOEwWY5QoQIEdzg6IBF5r6y9ErLn9uqbiEdT3fikFzDVuZueFDmCo4NOMh437H3AQD+/UP/3v7a4zcfx2BmECPZkW4dli+cHT6LxeIibm/cbvh9un/d2CxnE1msbK1gs7LZsYGEwZ7BjtgsE4kbpDKXjiOyWu4sIjI3AgDg3Mg53Fy/2XASi77mZrpFGjKJDN4y+xZ8/crXUa6VI2VuhI5jpjCDyyuXHdlPhJXMjZS5ESLw4HVjr8N077T9v3/s3h8LzQb6Pcfeg/ccfQ9+54nfwWe+8hkAwL9597/p8lG5Q1yPYzg7rLzNciaRYSNzg5gEjhBhLzRNw51jd+KVpVdQrBTx+M3HAQCnhk5198AiHBhMF6x3c7toFclKpv50P0q1kk04uwHVfEmDSREiRIgQJBzbLFeLYslcjsxcicNJBxlvPfRW3D95P3778d/Gc3PPoVwr4/Gbj+PeyXtFWn07wdnhswCAZ+aeafh9sgl3w13MFGZwa+MWFouLHeunDPcMNyWk28GxMleL7dgsd0CZ69fNK4I7RGRuBAAWmQvsZMrWgwqi6iHw90/ej1KthCdvPYknbj6Byfyk7VcfIULQmC3MYr28bivdW4GmmujFKAFcZG40qR8hAg++8QPfsAmKj5z9SJePhg+6puM/fdt/QjqexlO3nwIAHB843uWjco+x3JjyNsuZeMaetveKqlFFTIsp2zSIoB7ODJ2BYRqY+NUJ/P5zv4+R7AjODJ/p9mFFOCAgZW47Mte2WRbY/B7IDAAAlraWXH+WXCYiN4YIESIcFAz1DCGfzLclc7eqWyIHeICdXu980RuZm4qloGsRvSAJcT2OT7/50wCAv3zlL/Hc3HMo1Uq4Z/yeLh+Zd5wdschcctrcC1LmuuEuaN22UdnoGJk7nh/HzfWbtg2yG1DPoN3QXEyPdUSZS9GAkTK3s4iqbQQArSdcvFgVSATlCX7+hc/j6dtP48L4hS4fUYSDhNnCLID2zR1AZlM/m8wCiJS5ESJIwUR+Ag//4MN45kefwYnBcOVBThem8Xvf8XvIxDP44IkPBrLxCBrjuXHcWL/hyI0BkFn3M4mMJ2VWPapGNWrqR+go7p64G4AVE3Np+RLef/z9UYMxQsfglMyl9bREVw3K0lsqeiBzI5vlCBEiHDBomoYj/UccZeZKVebmkjkkY0nPNssSB5MiWOrchJ7Abz7ym3j4+sMArAgqVXHPhEVEP3TtoYbft5W5LrgL6tMCnVuTjefGUTWqnnJzI2VuBACIuisRAOwocxvl5pLVhurK3LcffjuGeobw83/z8wCADx7/YJePKMJBAjV3Lq9cxp1jre29JTb1WTJzjSgzN0IETmST2dAqzj586sNY+tklZRWd073T2KxsYqG44Gj9JLHup+NpVIwKakbNM6EekbkROo1vO/Ft+NL3fgmLxUXUjBreffTd3T6kCAcIY7kxpGIpvLr8asufWy+vAwDyyXwnDssV+jMWmbtYXHT92chmOUKECAcRRweO4g+f/8OWw+vFShHpvEwyV9M0DPcMe7ZZljiYFAHoTfXiU2/8FH7xwV/ED3z+BwBA6d5BX7oPJwdP4qGrTcjcDfc2y7N93SFzAeD62nXXojmnzi6RMjfciMaUIwCwFD596b6GZC5Ntwxm1LYk7kn04BP3fcL+3x8+9eEuHk2EgwZaJFxevtz2Z6mpTy9GCaCFDTWfvKBcK0fNnQgRIjhGKp4SRW66weH+wwCAS8uXHP28bZkkSM1EVnB+cnMjMjdCpxHTY3jbobfh209/O77z7HeikC50+5AiHCDomo4j/Ufw0uJLLX+O1tO5ZK4Th+UKkc1yhAgRIrjD0f6jMEyj5bp/q7olWsE61DNk937doFgpirWPjmANOdZDdUevu8bvwqvLr2KjvLHvezSM4IYgrf97dNJmGQBurN9w/VlyzWr3zMW0mG3jHClzw4eIzI0AwJrEOjdyDk/ffnqfJeD85jz60/2iGoxe8eP3/TiODRzDZ97xGYzlxrp9OBEOEJzargHWVJMGLZCXrVf0pnoBAGvlNc//RmSzHCFChIOCQ32HAHggcwUNvNAm0U9ubkTmRogQ4aDh2MAxvLr0qq1SbQTJZG5ksxwhQoQI7nBs4BgAtLRalmyzDFgEWKTMDR/IhRMAfukdv6R8P+74wHEAaDg050WIdrT/qP3fnXIjJWXujTUPZK4bZa7ROWUu9TIidAYRmRvBxrnhc1jaWto3HXJ747byebmE/kw/Ln78Iv7Rm/5Rtw8lwgHDdO80AMtmuR2I9JRkL0pk7mpp1fO/UalVouZOhAgRDgQO91nK3FeXWlttEipGBQk9IaruU8PJT25u1agqmXkcIUKECF5xbOAYKkal5QCnZDKXlLl+bJajIZ4IESIcJBCZ28yVoWpUUaqVRCtYh3qGsFpada2wK1aLEZkrGNlkFjOFGUz3TuNn3/Sz3T4c3yAl7YsLL+773tzmnGshWv0+9f3H3+//AB2AXBvbRXI0gk3mOlDm2jbLnVDmRjbLHUVE5kaw0Sw398b6DXtyJEKECN6Qiqcwnht3ROaul9eRTWY7cFTOQZlefsjcSJkbIUKEgwJq6jw//7yjn5dYH2ni14/NcqVWEaU2jhAhQoSgcXroNADgmdvPNP0ZyWQuZeb6sVmO6n6ECBEOEtqRuZTlOZId6dgxucVY1nIuvLVxy9XnNiubou2jIwDP/uizeP7Hne1JpeP4oKXMbUjmbsx5EqL9+/f+e3zwxAfx+qnX+z4+J6B6cXHxouvP2jbLHpS5usZPAdqZuZHNckcRkbkRbDQic0vVEhaLi5ElcYQIDJgpzDiyWV4rrdnkqRRQdmVksxwhQoQI7TGcHcZEfgKP3XzM0c9LrI8cNssVI3JkiBAhwsHC68ZeBwAt6/96eR26pou03PRjs0zK3KjuR4gQ4SBhMj+JZCyJl5Yak7nkfihZJEM935vrN119rliJlLnSkU1mQ3ONyP2qUV/1xvoNjGZHXf+bH7//4/j8xz4fCNnZCD2JHkzmJ3FxwQOZWy0irsfbOqA0VOYGYbMcKXO7gojMjWDj7MhZALvJXJrKkrzoiBBBFcz2zeLm+s22Kqe18pptaywJvalefzbLRqTQihAhwsHBXeN34enbTzuaVC1VS/LI3O2JXz82y5VaRdx5RYgQIUKQODdyDjEt1pbMzSVzoqz1CaTMXdxyb7NMmbmRzXKECBEOEmJ6DEf6jzTNzKVsTMkimfG81fN1Q+aapolitSjaPjpCuDDYM4iEnsD19eu7vr6ytYLF4iKO9B/p0pG5w/HB4w3Vxe1QrDh73hpm5gZhsxwpc7uCiMyNYGOoZwhjuTE8eetJ+2u06KAXe4QIEbxjtmBlI1xZudLy51ZLq8inZClzAX9krmmaIpVnESJEiBAUzo+cR8Wo4JWlV9r+bLFaFGdRZmfm+lDmlmvlaIgnQoQIBwqZRAZH+o+0bNIRmSsR6XgamXjGkzI3slmOECHCQcWxgWN4ZekVmzipBxGkkvuqRDRTD9gJSKQQFtVnBPnQNR0T+QlcW7226+uUP6sKmTtTmMFaec2O3XCKzcqmo+ctUuaGGxGZG2EX7hy9E0/fftq2SCI7EMkTZBEiqIKZwgyAxpYg9ZBoswz4I3OppkRkboQIEQ4KaIDHSVa6041ZJ0FTv74ycyOb5QgRIhxAHO4/jEvLl2CaZsPvr5XXxJK5gKXO9ZSZu63Mjep+hAgRDhqO9h9Fxajgyur+wf2w2ixvVjYBIFLmRugoJnsncX1ttzKXhqdVIXPJDvrWuruMaqcD4LqmR8rcECMicyPswuvGXodSrYQX5l8AAHz1ta8CAE4OnuzmYUWIEAo4aezXjBo2Khuhs1ku18oAouZOhAgRDg5m+6ya7yQrXWLeVGSzHCFChAjecLjvMDYrm7i9cbvh9yUrcwFgIDOAxaJ7m2Ua/pGYBRwhQoQIQeLE4AkAOz3Uenzj6jcAAFO9Ux09Jjcgovna2rU2P7kDcu+RtoeJEG5M5Cdwe+O2PUAGAJeWLwEADvUd6s5BuYSfjGqnNssmTJimCcM07K/9v+3de3Bc9X338c+u7tdd3e9Xy3cb22BjjMGxHQM1EG6FAG0nXJ60kNSQ2E4xhD4wQx1aOhOSPk2n01AoTcuUTCYkJeaSUJ5wDfhxgjHGgJEt2UjyTZfVXbuSdvf5Qz5ry5KsXWlX5+zR+zXjGe05Z6WvxjNHZ3/f3/f7jTbjcz6VuTOLZC5GubDkQknS7pbdCgaDev7A86px1+jisotNjgyIf8bC/tHOiZO5RpsNq1bm9vh6pvReo+1aspNFfQCzg9GN4Xz3fEP/UL/ldrXTZhkApqbGXSPpTNu/c1k9mZuTmjOlNsvG3wuSuQBmm1sW3SJXiktPvPvEqOMNnga9VP+Sblp4kwoyCkyKbnL56fnKSs7SoY5DYb8nVJlrsVExsLeK7AoFFRxVBW9UuMZLV9FQZW5fbCpzjSpcf9B/ps1yLCpzE6jMNQPJXIyyrmqdJOnRNx5VY2ejmrubtal2kxwOh8mRAfEv1Ga5e+IqrZ7BkWSpVWfm+vy+Kf2hNipzqdACMFsY3RjOd883DAxbsDI3MQqVubRZBjALzcmdI0mhbldnCwaD6vJ2WbILj8GozJ2oTfREjMpcq21OAoBYK8go0Oa5m7X/1H51ejtDx9/54h1JI8leK3M4HJqbN1f1HfVhv8f4jGC1zzCwtwX5CyRJn7R+EjrW2t8qSSrMKDQlpkjNRGWuNNL5MdRmORYzcxOZmWsGkrkYpTizWPPz5qu5u1l3/PIOSdKK4hUmRwXYgzvVreyU7PNWaRmVr1aszDViMhLOkaDNMoDZJiM5Q3lpeZNW5gaDQWvOzDXaLE+jMpc2ywBmo1WlqySdaa15tt7BXg0FhpSXljfTYYUtJy1H/qA/1DEoXMbCPlVaAGaj1WWrJUl7WvaEjr3X9J4kaU35GlNiisTc3Llq7m4OVdxOhpm5MMOSwiWSpAOnDoSOneo7peSEZEuuo46nKDO2M3PPrsw1uiTGolsWlbnmIJmLMX5x6y8kndlBtqKEZC4QLdXuah1sPzjhTndjJq0Vd+sbMU1lbq4xz4JFfQCzSZW76rxz0qWRzS6BYMByi99GC9BIF/PPNhQYos0ygFmn0lWp0qxSvds0dnZi+0C7pJGWllaVnzYSm1HpEi5j8w8L+wBmI2M83e6W3aFj7zW/p9Ks0lCXNiubmztX0khr6HAYyVyrbUiFvS0uWCxJ+rj149Cx1v5WFaQXxE1X0ZmszB0ODEuSEp2JEUY5OaMy1yjewcwgmYsxFhYs1E0Lbwq9vqjkIhOjAexlQ/UGHes5pg9PfDjueau3WZamlsylzTKA2ajSVamW7pbQh6jxGIvf6YnWWggJdWOY4qx06fTMXDoyAJhlHA6HvlzzZe0/tX/Monh7/0gy18qVuVOuGBliZi6A2WtF8QolOhP1XvNINW6Pr0f7T+3XmvI1cZFkqnKPjIhp6mqa5MoRoc8wJHMxg1ypLs3JmTOq+0lrX6ulZ1KfKzctVwmOhIhm5voDI1W2EVfmni6sicVn8lBlLm2WZxTJXIxr54adcqW49N3LvssiHBBF18+/XpL0m8O/Gfe8ldssG8ncqSzsh9osU6EFYBapclXJH/TrWM+xCa+x6q52Y1PRVCtzA8GAAsEAm3gAzEq3LblNkvT8x8+POt7W3yZJyku3cDI343QyN4JFRumsylyLdZoAgJmQlpSmZUXL9HL9y/rh+z/U377ztwoEA7q04lKzQwuLUT08WVchQ6jNMvd8zLC1lWt1qONQaNPZqb5TKkiPn2Su0+FUYUZhRJW5kXQ/CSVzAzFus5xIm2UzkMzFuBYWLNSJ75zQzo07zQ4FsJWVpSslSR+e/HDc83atzDUeIFjUBzCbVLlGdrifb26uVRdCjDbLU5mTLp1pr88mHgCz0abaTcpNyx2TzDUqda3cZnmqlbneYa8kKnMBzF471u6QJP3z7/9ZP/p/P1K1u1p3r7jb5KjCYyRzv+j6IqzrjW4MVtuQCvtbV7lOkvQ/Df+jk70n1TfUp9KsUpOjikxxZnFEm+YiKfwJtVmOcWVuQXqB3v9f7+s7l34n6t8bEyOZiwmlJqbGRSsQIJ5kpWSpLrduwjbLdp2ZS5tlALNROIsiVl0ImW4yN9SRgQ4vAGah5IRk3bzwZu0/tV8HTh2QNNIG8Jsvf1OSxdssT6MyN9GZGJO5bAAQD25ZfIvuuegefd7+uXoGe3T7ktvlTnWbHVZYKrIrJIWfzA1tSGVOOmbY1XOvliT96vNfhboebqjeYGZIESvKLNKJ3hMKBoNhXR9J4c/ZlbmxnJmblJCk1eWrVeGqiPr3xsRI5gLADLug6AJ93v75uEPi46HN8nSSuSzqA5hNjNlT52tXZtU2y06HUxlJGVOemRvLlk4AEA+MVsvf/b/f1XBgWC/Xvxw6Z8fK3IGhARb1Acx6tyy6JfT1l6q+ZGIkkclIzlBeWl74lbnMzIVJSrJKdHHZxfrpgZ/qa7/8miTpqrqrTI4qMsWZxfIOe8PeOD3lylw+k9sOyVwAmGFVrioFgoFxZyhauc2y8dAwlSotKnMBzEbhtFmOZP7NTMtKyZp2m2Xu+wBmq3VV63TVnKv04sEXlftErp764ClJ0kOXPaRFBYtMjm5i+en5csgxpcpcq40MAICZ9qXqL2lh/kJ9dfFXdcWcK8wOJyJV7qrIK3O578MEV9ZeGfr6novuUXFmsYnRRK4sq0xS+JXwU63MjWWbZZiD/jcAMMOM9jVNXU2qdlePOmdUvdq1MpdFfQCzSX56vtIS0/RF98Qf0qxamSuNtFruHeyd0nvZBQxgtktwJuhnt/xMOU/kqGewR+82vatLKy7V419+3OzQzivRmaj89PzIk7lU5gKAEp2JOvDNkfb68Ta6rtJVqX0n9skf8Ieq+yZi1VExmB3uWXmP9hzbozuX36mbF91sdjgRm5c3T5J0sO2glhQumfT66VbmMgLDPqjMBYAZZswTaOpuGnPO2G1lt5m5xoM+CzwAZhOHw6GanBrVt9dPeI2Vd7VnJWdNuc0y7fUBYKSCou2BNhWkF0iSbph/g7kBhakosyjiNsveYa9SE1NjFBEAxA+HwxF3iVxJqsyulD/o1/He45Ney8xcmKk8u1yv/tmrum3JbXGZqFyQv0CSdLD9YFjXGxuspzozlw3W9kEyFwBm2NmVuefq8fXI6XBacnejK9UlSfJ4PRG/1zvslWTNZAUAxNLy4uU67DmsLm/XuOf7BvskjVTBWg1tlgFg+typbr3/9ff14m0v6luXfMvscMJSlFFEm2UAmGUqXZWSwmv9GuoqZ8ERYYDVzc+bL0n6rO2zsK43PpOHs2YwqjKXNsu2E3Yy1+v1au3atXr++ecVCAS0Y8cObdu2TXfffbdee+01SdLAwIC2bNmibdu26Y477tDevXslSe3t7fr617+u7du366677tKRI0di8ssAQDyoco/MUKzvGFup1e3rVmZypiV3cWYmZyojKUMnek9E/F5jJiS79QHMNheVXCRJ+uD4B+OeN3bZWjKZO43KXNosA8AZtTm1+sr8r8TNBpeizCJ1+7pDGzLDQZtlAIhvkSRz2wbalOhMlCvFFeuwANtxpbqUn56vBk9DWNdH1Gb57Jm5tFm2nbD/Jx999FFt3rxZkvTKK6+ouLhYW7duVSAQ0HXXXacNGzbomWee0Ze//GXdeOON8nq9+upXv6oXX3xRf/d3f6e//Mu/1IoVK3Ty5Elt375d//mf/xmzXwoArKw4s1i1ObV648gbY871DPZYcl6uoSSrRMd7Jm+5cy7aLAOYrZYVLZMkfXzqY22o2TDmvJWTua5Ul3x+n3zDPqUkpkT0XnYBA0D8KsookiSd7D0Z2og6mYHhATZuAkAciySZ297frty0XEsWIgDxoMpVpaNdR8O61qjMDavN8lmVubRZtp+wKnP/5V/+RZs3b1Z5ebkk6e2339YVV1wx8g2cTi1YsEANDQ2jjqempio5OVk+n0+ffvqpVqxYIUkqKipSV9f4beYAYLbYVLNJhz2Htff43lHHu33dlm5TU5JZEtb8lHPRZhnAbFWXWydJOuw5PO55Kydzc1JzJE2tvb4xMzdeqtAAAGeEkrkRtFruH+q35KgYAEB4jGTu0c7JE0ztA+3KS8uLdUiAbVW7q3Ws51hoE/T5TLcylw3W9jFpMvd3v/udBgcHtX79+tCxjo4Oud3u0GuXy6X29nZ1d3crMzNz1PGOjg4FAoFR39Pv94/7s5588kmVl5eH/vX29kb46wBAfPjGqm/IIYcefePRUceP9RxTaVapSVFNriSrRG39baFF+nDRZhnAbFWeXa4kZ1J8J3MHIk/m0mYZAOJXUeaZytxweIe9GvQPypVKu00AiFdFmUVKTkjWF93hVebmp+fPQFSAPVW5qhQIBtTc3TzptVOtzB3yD8npcMrpCHvSKixu0v/J5557Ti0tLXrwwQf1s5/9TP/1X/+lpqYmeTxnFnU8Ho/y8/PlcrnU03NmrlZnZ6fy8vLkdI7+MQkJCeP+rG3btqm5uTn07+zEMADYyfLi5bp23rV6qf4lvd/8voLBoLq8Xer2dasiu8Ls8CZUklkiKfyFHQNtlgHMVgnOBFW7qyech2MkczOSMmYyrLDkpI0kczsGOiJ+L22WASB+RVqZ2+3rliRmJwJAHHM6nKrIrpi0MjcQDIxU5qZTmQtMlTHG4kjnkUmvDSVzp1CZy7xce5n0f/Of/umfQl8/++yzSk1NVU5Ojl599VUtXbpUfr9f9fX1mjNnjtavX69XX31Vt9xyi/r6+hQMBpWcnKylS5dqz549WrVqlVpaWlRYWBjTXwoA4sG3L/m2Xqp/SWueXqNlRcv0Hzf+hyRZOpl79sJOhSv8OGmzDGA2m5s3V683vK7hwPCYD1O9Q6eTuckWTObSZhkAZqVIK3O7vCOjtLJTsmMWEwAg9hbkL9BrDa9p0D844XN8l7dLgWCANsvANFS5RpK54czN7fH1KCUhJayN0ufOzKVTlr1Mqcb6yiuvlMfj0datW/Xnf/7n+qu/+is5nU7deeedeuutt7Rt2zZt2bJFO3fulCQ98MAD+vGPf6zt27frkUce0WOPPRbVXwIA4tHGmo16/Wuv67LKy7Tv5D691vCaJEWUJJ1pxs7LSKu0aLMMYDZbWrhUPr9PB9sOjjnXN9in5IRkSyY9jcpc2iwDwOxCZS4AzE4rS1dq0D+oj05+NOE17QPtkkQyF5iGane1pPBmVPcM9oTVYlk6pzLXP0SnLJuJqM76zjvvDH39+OOPjzmfkpKif/zHfxxzPCcnR0899VTk0QGAza2vXq9vrf6W3vniHW3/zXZJUqWr0uSoJpablitpZD5KJIxkLm2WAcxGy4uXS5L2ndynxYWLR53rHey15Lxc6cw9fyqVubRZBoD4VZgx0k0t3GRul4/KXACwg1WlqyRJe1r2aGXpynGvMboxuFPdMxUWYDtGm+VwK3PDabEsnTMzlzbLtsP0YwAw2eWVl496fVnlZSZFMjlj52WklblGm2UqcwHMRiuKV0iSdjfvHnPOysncUJvlKVTm0mYZAOJXUkKSctNydaL3RFjXhypzU6nMBYB4ZiRw9xzbM+E1xj2fDTzA1LlT3cpOyQ4vmTudylw6ZdkKyVwAMFlRZpFObD+hK+dcqcc3Pm7ZRX3pTJtlo61OuAaGBpTkTArtEAOA2WRe3jyVZ5frmQ+fUf9Q/6hzvYO9ykiy3rxc6cw9v62/LeL3sokHAOJbeXa5WrpbwrqWmbkAYA9FmUWqyK4IK5nLBh5gempzalXfXj/pdT2+nrDXisfMzKVTlq2QzAUACyjKLNKv/+zXeujyh8wO5bym2mbZO+xVWhItlgHMTg6HQ9fOvVa9g73a/NxmBYKB0LmewfA/mM20oowiJTgS1NzTHPF7fX6fJJK5ABCvKrIr1NTdNOpv1kSYmQsA9nFx2cX6pPUTdXo7xz1Pa30gOhYXLFZTd1PoOWoivYO94bdZPrsylzbLtkMyFwAQtlCbZW9kbZYHhgeYlwtgVnviiid0/fzr9dbRt/SvH/yrpJGNLsd6jll2VnqCM0Hl2eX6ouuLiN9LZS4AxLdKV6UG/YM61Xdq0mtZ2AcA+9hYs1GBYEC/bfztuOfZwANEx+KCxZKkT1o/mfCaQDCgvqG+8Nssnz0zlzbLtkMyFwAQtrSkNKUmpkZcmTswNMCCPoBZLTslWz+58ScqyyrT9t9s193/fbfm/J85CgQDWpC/wOzwJlThqphWMjclISXaIQEAZoCx0aipq2nSa2m5CQD2sal2kyTpzaNvjnue1vpAdCwqWCRJ+rT10wmv6R3slaQpVebSZtl+SOYCACJSnFms473HI3oPbZYBYGTB48df+bF6B3v1bx/+m471HJMkSydzK12VautvGzPrdzJU5gJAfDOSueFs6GFhHwDsoy63TikJKarvGH+Wp7GBh3s+MD1V7ipJUlP3xBvnenw9kiJI5p5dmUubZdshmQsAiEi1u1pHOo9E9J7+oX7aLAOApKvnXq0tq7aMOrasaJlJ0UyuPKtckkKJ53CRzAWA+FaRXSEpvGRu9yAL+wBgF06HUzU5NTrccXjc83RjAKKjLKtMktTS3TLhNT2Dp5O54bZZPntmLm2WbYdkLgAgItXuanV6O9Xp7Qz7Pf1D/cpIzohdUAAQRy4uuzj09Zt3vqmlRUtNjOb88tJPz0ofiGxWum/YJ4lkLgDEq0gqc7t93UpNTFVyQnKswwIAzIC63Do1eBrkD/jHnGNOOhAd+en5Sk5IVkvPxMlcY+013BnV51bm0mbZXkjmAgAiUu2qliQd7Twa9nv6hvqUnpQeo4gAIL7ctPAm3bjgRr1797taV7XO7HDOKzctV1LkyVwqcwEgvpVmlcrpcJ639Z+hy9sV9iIjAMD66nLqNBQYUmNn45hznd5ONvAAUeBwOFSaVXreLljG53Bjk/VkxszMpTLXVkjmAgAiYsx0CLfVcjAYHKnMTaIyFwAkKSM5Qy/c+oIurbjU7FAmNd1kbkpiStRjAgDEXlJCkkqzSsOuzKVCCwDs45LySyRJbx19a8y5xs5GVbmqZjokwJbKssrU3N084fn2/nZJUl5amMncsytz/czMtRuSuQCAiJRnRzY/0ef3KRAMUJkLAHHI+NAYcTLXT2UuAMS7SlelGjsbFQwGz3tdl6+L2YkAYCPrq9dLkt448sao48OBYR3uOKx5efNmPijAhqrd1Wrtb1XvYO+459sHRpK5xibryYyamUubZdshmQsAiEhpVqmk8JO5/UP9kkRlLgDEIeNDo7EjOFzeYa8cctDWCQDi2JKCJWrrb9Px3uPnvY7KXACwl6LMItXl1mnPsT2jjh/tPKqhwJDm5s41KTLAXoyNEfXt9eOeD1Xmhttm+azK3EH/IJ/HbYZkLgAgIpEmc/sG+ySJylwAiENTbbPsG/YpNTFVDocjFmEBAGbAipIVkqQPjn8w4TXBYFDdvm5m5gKAzawoXqGDbQdHVQzWd4wknOpy68wKC7AVI5l7sP3guOdDM3PDbbN8ujK3f6hfw4FhZaVkRSFKWAXJXABARFwpLqUlpulYb2SVuSRzASD+hJK53shn5jIvFwDi24rikWTuhyc+nPCavqE+BYIBKnMBwGYuLLlQQQW178S+0LGmriZJUpWbmblANISSuW3jJ3MjbrN8ujLXM+CRJDbb2QzJXABARBwOh0qySnS85/zt1gx9QyOVuRnJtFkGgHiTlpSm9KR0tfa1RvQ+77CXebkAEOcWFSySJH3W9tmE13R5uySxWAgAdmNs6Nl7Ym/oWHN3sySpIrvClJgAu6nNqZUkHek6Mu759oF2ZSVnhT371kj6GpW+PJ/ZC8lcAEDESrNKI56ZS2UuAMSn0qxStfS0RPQekrkAEP+yUrJUllWmT9s+nfCabl+3JFGZCwA2M16rfSOZW55dbkpMgN24U93KTsnW0c6j454/0nlEla7KsL/f/Lz5cjqc+l3T7yRJrlSSuXZCMhcAELHSrFK19rdq0D846bUkcwEgvpVnl6ulm2QuAMxGC/IX6LO2zxQIBsY93+U7XZnLYiEA2EphRqHKs8v19hdvh/4GHGg9oIykDLlT3eYGB9hIlatKX3R9Meb4kH9IjZ5Gzc2bG/b3SktKU11unY52jSSHqcy1F5K5AICIlWaWSpJO9J6Y9Nq+wdNtlpNoswwA8agsq0werye0OSccPr+PZC4A2MCC/AXqH+qfcFMPlbkAYF+3L7ldhzoO6cWDL+oXn/5Cu1t2q8JVIYfDYXZogG1UuavU1N00ZuNcY2ej/EG/5uXOi+j7LSlcEvqa5zN7IZkLAIhYadZIMjecVstU5gJAfDPaqEVSnesd9iolISVWIQEAZsjC/IWSJp6by8xcALCvrZdsldPh1LMfPquX6l+SJP3vdf/b5KgAe6nMrtSgf3BMwUx9e70kRVSZK0lLCs4kc+mcYi8kcwEAEYskmds3dLoyN5nKXACIR2VZZZLOzMgKR+9gL/d9ALCBBfkLJE2czKUyFwDsqySrRFfUXqFdn+/S03ufVpWrSn+y9E/MDguwlSp3lSSNmZtrtF6uclVF9P0WFy4Ofc1mO3shmQsAiJiRzA2nSstY4MlKzoppTACA2CjMKJQktfa3hnV9IBhQl7eLWVoAYANGMvfTtk/HPc/MXACwt8c2PCZ/0C9J+qO6PzI5GsB+jGStMefW0NIzsuZqdMoK19ltlnk+s5dEswMAAMSfCleFpDO7xM7HM+CRJOWk5cQ0JgBAbBRkFEiS2vrbwrq+d7BXQQXlTnHHMCoAwEwozSqVO9Wtj099PO55KnMBwN4uLrtYu27fpdcaXtPOjTvNDgewnYkqc43OWGXZZRF9v4X5C1WXW6dDHYdUklkSnSBhCSRzAQARq3RVyulwqqGzYdJrPd7TydxUkrkAEI/y0/MlSa194VXmdno7JbELGADswOFw6IKiC7TvxD4Fg0E5HI5R55mZCwD2d828a3TNvGvMDgOwpYkqc5u7m5WVnBXxhjmHw6FPvvmJmrqbQhuzYQ+0WQYARCw5IVkV2RVq8ESQzKUyFwDikpHMDbcyl4V9ALCXCwovUJeva9yuPFTmAgAATF1RZpHSk9J1sP3gqOMtPS0Rt1g2JCUkqTanNhrhwUJI5gIApqQmp0YNngYFg8HzXucZ8Cg9KV3JCckzFBkAIJpClblhzsw1KnOZmQsA9mDMzT3UcWjMudb+ViU6E5WVkjXTYQEAAMQ9p8Op5cXLtff43tAaayAY0JHOI6p0VZocHayEZC4AYEpq3bXq9nWHKm8n4vF6aLEMAHEsOSFZ2SnZ4Vfm+k5X5tJmGQBsITTL7Zz2f5LU2Nmoane1nA6WlwAAAKbiopKL5PF6dKTziCTpeM9xeYe9mpMzx9zAYCk8bQMApqQmp0aS1OhpPO91ngEPLZYBIM4VpBfoZN/JsK6lMhcA7MWY5WYsMBqCwaAaPA208QMAAJiGtRVrJUkvfPqCJOmw57AkaU4uyVycQTIXADAlxqLNZHNzqcwFgPg3N2+u6tvrNRwYnvRaZuYCgL1MVJl7su+k+of6qRoBAACYhmvnXauMpAx957Xv6FcHf6XDHaeTuTxj4SwkcwEAUxJOMjcYDKrT20llLgDEuaWFS+Xz+8adl3guKnMBwF6yU7KVm5Y75m+A8ZrKXAAAgKnLSM7Qv9/w70pJSNE3XvqGXm98XZK0tGipyZHBSkjmAgCmpMZ9us1y58RtljsGOjQcGFZheuFMhQUAiIELii6QJH108qNJr2VmLgDYz8rSlfrDsT/IN+wLHdt/cr8kaXHBYrPCAgAAsIU/XvTH2rlxp1p6WvTc/ue0tHApG+YwCslcAMCUFGYUKj0p/byVucZ8xaLMopkKCwAQA/Pz5ktSqN3T+RhtlqnMBQD7uLzycvn8Pu05tid0bP+pkWQuVSMAAADTd+/Ke3Xr4lt1zdxr9Dcb/sbscGAxJHMBAFPicDhU4645b2Xuyd7TydwMkrkAEM+MeYlHOo9Mem2nr1PSSFtOAIA9bKzZKEl69dCroWMfnvhQ7lS3yrLKzAoLAADANjKTM/X8zc9r15/s0vULrjc7HFgMyVwAwJTV5tTqSOcR+QP+cc9TmQsA9lCQXqC0xDQd7To66bVd3i5lJmcq0Zk4A5EBAGbC6rLVyk/P168+/5Ukqa2/TbtbdutLVV+Sw+EwOToAAADA3kjmAgCmrDanVsOBYTV3N4973qjMLc4snsmwAABR5nA4VOmqDCuZ2+ntlCuFebkAYCcJzgRdM/cafXTyIx3tPKqX619WIBjQ9fOpGgEAAABijWQuAGDKatw1kjRhq+VQZS5tlgEg7lW7q8/bjcHQ5euSK5VkLgDYzVfmfUWSdMcv79Adv7xDknTtvGvNDAkAAACYFUjmAgCmrDanVpLU4GkY9/yhjkNyaKSaCwAQ3y4oukDeYa8Oth8873Wd3k65U90zExQAYMZcPfdqFWcW682jb0qSLq24VAUZBSZHBQAAANgfyVwAwJTV5JyuzPWMX5l7oPWAanNqlZaUNpNhAQBiYGXpSknS74/9/rzXdXm7aLMMADaUlpSmHWt3hF7vun2XidEAAAAAswfJXADAlBltlg97Do85N+Qf0uftn2tx4eKZDgsAEAMXllwoSdp3Yt+E1wz6BzUwPEBlLgDY1L0r79V186/TT2/+qXLScswOBwAAAJgVEs0OAAAQvzKSM1SXW6ffHvmthvxDSkpICp1r8DRoODCsBXkLTIwQABAt1e5qJTgS1NA5fmt9aaQqVxKVuQBgU6mJqfrv2/7b7DAAAACAWYXKXADAtNyx7A6d6D2hN468Mep4Y+dI62Vjri4AIL4lOhNV6aqccE66NDIvVxKVuQAAAAAAAFFCMhcAMC2XVV4maWQ+7tmMObrGXF0AQPyrzalVg6dBwWBw3PNdvtOVualU5gIAAAAAAEQDyVwAwLTMz5svSTrYdnDUcaMy15irCwCIf7U5teod7FVbf9u456nMBQAAAAAAiC6SuQCAaSnOLFZWcpYOto9O5jZ4GuSQQ5WuSpMiAwBEm9E6f6JWy8zMBQAAAAAAiC6SuQCAaXE4HFpcuFh7T+zVkH8odHzfyX2anz9fKYkpJkYHAIimyZK5VOYCAAAAAABEF8lcAMC0XV13tTq9nXrr6FuSRiqzDnUc0oUlF5ocGQAgmiatzGVmLgAAAAAAQFSRzAUATNsti2+RQw49/s7j8gf82ntiryTpwmKSuQBgJ1TmAgAAAAAAzKxEswMAAMS/BfkLdNfyu/TMh8/o++99X4nOkT8vVOYCgL3kpObIleJSQyczcwEAAAAAAGYClbkAgKj40dU/UlZyln752S/1wfEPJEkrSlaYHBUAIJocDodqc2rV6Gkc9/yp/lOSpNy03JkMCwAAAAAAwLZI5gIAoiItKU3rq9frveb39Nz+5zQvbx5tNgHAhmpzatXU3aRB/+CYcw2eBpVkligtKc2EyAAAAAAAAOyHZC4AIGruXnG3HHIoNy1XT1/3tNnhAABioMZdo0AwoC+6vhhzrsHTEJqrCwAAAAAAgOljZi4AIGpuWHCD9t6zVwUZBSrNKjU7HABADCwqWCRJevPIm6rLrQsd7/H1qK2/TZvrNpsVGgAAAAAAgO1QmQsAiKplxctI5AKAjd208CalJ6XrJx/9ZNTxxs6RObpU5gIAAAAAAEQPyVwAAAAAYXOlurS6bLU+OP6BgsFg6HiDp0ESyVwAAAAAAIBoIpkLAAAAICKLCxard7B31NxckrkAAAAAAADRRzIXAAAAQESWFC6RJH1w/IPQMZK5AAAAAAAA0UcyFwAAAEBENtRsUHJCsh74nwdCrZYPew4rJSFFxZnFJkcHAAAAAABgHyRzAQAAAERkXt483bX8Lh3qOKSm7iYFggHtbt6t5cXL5XTwEQMAAAAAACBaWGkBAAAAELHVZaslSW8ceUMHTh2Qx+vRuqp1JkcFAAAAAABgLyRzAQAAAERsbeVaOeTQfa/cp58e+KkkaX31enODAgAAAAAAsBmSuQAAAAAiNi9vnr638Xvq9nXre29/T0nOJG2o3mB2WAAAAAAAALZCMhcAAADAlHz7km9rTs4c5aTm6NuXfFtpSWlmhwQAAAAAAGAriWYHAAAAACA+pSWlqf6+ejkcDrNDAQAAAAAAsCUqcwEAAABMGYlcAAAAAACA2CGZCwAAAAAAAAAAAAAWRDIXAAAAAAAAAAAAACyIZC4AAAAAAAAAAAAAWBDJXAAAAAAAAAAAAACwIJK5AAAAAAAAAAAAAGBBJHMBAAAAAAAAAAAAwIJI5gIAAAAAAAAAAACABZHMBQAAAAAAAAAAAAALIpkLAAAAAAAAAAAAABZEMhcAAAAAAAAAAAAALIhkLgAAAAAAAAAAAABYEMlcAAAAAAAAAAAAALAgkrkAAAAAAAAAAAAAYEEkcwEAAAAAAAAAAADAgkjmAgAAAAAAAAAAAIAFkcwFAAAAAAAAAAAAAAsimQsAAAAAAAAAAAAAFkQyFwAAAAAAAAAAAAAsiGQuAAAAAAAAAAAAAFgQyVwAAAAAAAAAAAAAsCCSuQAAAAA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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30, 10), dpi=80)\n",
    "\n",
    "X = np.linspace(1, 31, len(test), endpoint=True)\n",
    "plt.plot(X, test['value'], color='green')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55431f0e",
   "metadata": {},
   "source": [
    "2022年12月30日和31日的预测误差较大，观察12月30日的数据发现，这天为周五，气象数据未发现异常，且不是节假日，12月31日才是元旦假期，但负荷相较前一天出现了明显的下降，推测这是导致误差较大的原因。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bd55bac",
   "metadata": {},
   "source": [
    "除去误差较大的预测结果后"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "65f864d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "list2 = list1[:2500]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "dbafbbdd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'9.885939126573891%'"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "str(sum(list2) / len(list2) * 100) + '%'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "b4cbbc87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=list2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "aad0b978",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 0.06)"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=list2)\n",
    "plt.ylim(0, 0.06)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "1f3a6852",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30, 10), dpi=80)\n",
    "\n",
    "X = np.linspace(0, 1, len(list2), endpoint=True)\n",
    "plt.plot(X, list2, color='green')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
